{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "import seaborn as sns\r\n",
    "import pandas as pd\r\n",
    "import numpy as np\r\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "athletes = pd.read_csv(\"D:\\\\DeskTop-D\\\\数据分析学习\\\\数据分析代码\\\\数据分析代码\\\\05seaborn\\\\athlete_events.csv\")\r\n",
    "athletes.head()\r\n",
    "countries = {\r\n",
    "    'CHN':'中国',\r\n",
    "    'JPN':\"日本\",\r\n",
    "    'KOR':'韩国',\r\n",
    "    'USA':\"美国\",\r\n",
    "    'CAN':\"加拿大\",\r\n",
    "    'BRA':\"巴西\",\r\n",
    "    'GBR':\"英国\",\r\n",
    "    'FRA':\"法国\",\r\n",
    "    'ITA':\"意大利\",\r\n",
    "    'ETH':\"埃塞俄比亚\",\r\n",
    "    'KEN':\"肯尼亚\",\r\n",
    "    'NIG':\"尼日利亚\",\r\n",
    "}\r\n",
    "my_athletes = athletes[athletes['NOC'].isin(list(countries.keys()))]\r\n",
    "my_athletes.head()\r\n",
    "# plt.figure(figsize=(20, 5))\r\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\r\n",
    "sns.boxplot(x=\"NOC\", y=\"Height\", data=my_athletes, hue=\"Sex\")\r\n",
    "plt.xticks(range(len(countries.values())), countries.values())"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x2135c723f48>,\n",
       "  <matplotlib.axis.XTick at 0x2135de51988>,\n",
       "  <matplotlib.axis.XTick at 0x2135c71bd88>,\n",
       "  <matplotlib.axis.XTick at 0x21360113288>,\n",
       "  <matplotlib.axis.XTick at 0x21360155548>,\n",
       "  <matplotlib.axis.XTick at 0x21360155c08>,\n",
       "  <matplotlib.axis.XTick at 0x21360066508>,\n",
       "  <matplotlib.axis.XTick at 0x2136015c508>,\n",
       "  <matplotlib.axis.XTick at 0x21360160188>,\n",
       "  <matplotlib.axis.XTick at 0x21360160a48>,\n",
       "  <matplotlib.axis.XTick at 0x21360164388>,\n",
       "  <matplotlib.axis.XTick at 0x21360164cc8>],\n",
       " <a list of 12 Text xticklabel objects>)"
      ]
     },
     "metadata": {},
     "execution_count": 2
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "# sns.violinplot(x=\"day\", y=\"total_bill\", data=)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 分类统计图：\r\n",
    "## 条形图"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "tips = pd.read_csv(\"D:\\\\DeskTop-D\\\\数据分析学习\\\\数据分析代码\\\\数据分析代码\\\\05seaborn\\\\dataset\\\\tips.csv\")\r\n",
    "tips.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", data=tips, kind=\"bar\", estimator=sum)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2136017ec08>"
      ]
     },
     "metadata": {},
     "execution_count": 5
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "titanic = pd.read_csv(\"D:\\\\DeskTop-D\\\\数据分析学习\\\\数据分析代码\\\\数据分析代码\\\\05seaborn\\\\dataset\\\\titanic.csv\")\r\n",
    "titanic.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
       "\n",
       "     who  adult_male deck  embark_town alive  alone  \n",
       "0    man        True  NaN  Southampton    no  False  \n",
       "1  woman       False    C    Cherbourg   yes  False  \n",
       "2  woman       False  NaN  Southampton   yes   True  \n",
       "3  woman       False    C  Southampton   yes  False  \n",
       "4    man        True  NaN  Southampton    no   True  "
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "sns.catplot(x=\"sex\", y=\"survived\", data=titanic, kind=\"point\", hue=\"class\")"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21360282b08>"
      ]
     },
     "metadata": {},
     "execution_count": 7
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 426x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 分布绘图"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 单一变量绘图 distplot"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "sns.set(color_codes=True)\r\n",
    "the_titanic = titanic[~np.isnan(titanic['age'])]\r\n",
    "sns.distplot(the_titanic['age'], kde=False)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2136034d948>"
      ]
     },
     "metadata": {},
     "execution_count": 8
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 二变量分布 joinplot"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2136033db88>"
      ]
     },
     "metadata": {},
     "execution_count": 9
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "source": [
    "sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind=\"reg\", color=\"y\") # kind = hex"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2136053ae08>"
      ]
     },
     "metadata": {},
     "execution_count": 10
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 成对绘图 pairplot"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "source": [
    "iris = pd.read_csv(\"D:\\\\DeskTop-D\\\\数据分析学习\\\\数据分析代码\\\\数据分析代码\\\\05seaborn\\\\dataset\\\\iris.csv\")\r\n",
    "iris.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "sns.pairplot(iris)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21360663e08>"
      ]
     },
     "metadata": {},
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "sns.pairplot(tips, vars=['total_bill', 'tip']) # 指定字段"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21360f3df88>"
      ]
     },
     "metadata": {},
     "execution_count": 13
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 6 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "source": [
    "sns.pairplot(iris, vars=['sepal_length', 'sepal_width', 'petal_length'], kind=\"reg\", diag_kind=\"kde\")"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2136131dbc8>"
      ]
     },
     "metadata": {},
     "execution_count": 14
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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tJA2hEdm7dy/ZbJa3ve1ty3pfR0dohUbk0tUVrsl+RiYz9K0LE4nUr9ldLHZ20fGOLR3813MDjCby7NzWXeNRLZ9a/U1Wk5Wep9D438ubusK86eotC74eT+YJ+7WKfLimCiaT+boeW6N/r7VipeboWvn+5nKm+QxL/17OdN5kcgZGIsfPXzrJviMTALzzhm3cdNUmAATQHvOjl6V2GpWGCES+853v8JGPfGTZ75uYSGKvkCdHV1eYsbFzrxYxLZuB0SRb10eYmkrXYGTLJxYLnPVn+1SBpgpeODDChX31jbJr9TdZ7meeKys5T6E+38vZUj7Wr+95iacPjJVK2icU0DQV07TRNAW/rtLTHqjbsTXb93ourMQcbabvr9a0h/QKfUc6azCdzOM4Dp/80mNYpk02b9EZ9bFzY4yD/VMlLcncx9W0JabtMJnIsvelYR586iQAV+zs5ortncTjriZR96hojkNZLFR3Fpqndc8V5PN5nnnmGW666aZ6D2VFGJ3MYNkOHZHmqpgpoiqCnvYAR08n6j0USQvx9T0v8dQroxW+OpYNubyFIsA0bRLpfIXXiETSLJTrO1KZPPFEDsu28Xs1BkaSDE2kEMJdLd+z9wTD8TQBnzbvcTVtie04TCezvHwizp4njwOw47wYu3dtKa3A6B6VWEhvqCDkTNQ9EDl06BCbN28mEGgeYc1yOD3uRqdtYb3OIzl7ejuC9I/MYFrNYxksaWyePjAGuMvHc6+VDuDRFKJBr3T2lTQl5fqO6aSBqgg6on5ypmvZLoTCTNogkzMRCDIFz5C5j+dqSxzcTtbHh2b4//7rVRwHNnQGed+bL0BV3DPJoynEQnrJGr4ZqGlqxrIskslkRYVFLHbmO5pTp07R09NTy2E0FANjSQTQFmrOFRFwzXMs2+H0eJqN61Ze7yBpfc7kMLyhy51j1bxGJJJmoehpU+y1JIRgYjqLqggElG7siiuAUOwtM/sYZvslCQEzaYOhiRT/8uAhDNOmLezlw7fsKKWAPJogFvI2VRACNQxE7rvvPu6++24Mw20b7zgOQggOHDhwxvfdeuut3HrrrbUaRsNxejxFZ8yPoogV1QmsJOvaXZHtyZGEDEQkVVnMM6H4ejyZp72wZLxQLDIwmqzQiEgkzcr+o+OksybxmRweTUFRBI7jrmxohSpKw7RRFMFIPI1lOaUVQZjVlqiK4B/uf4ltvVEeee4UyYyB36vyG7fsJBxwV9s1TdAW8qIozRWEQA0DkW9+85t897vf5cILL6zVLluCwfEUPe2Bpg1CANpCXrwehWOnE1x/yfp6D0fSYBQ9E1RVqchrg3tXWP562O++rqkCw3SqtuUqaURMixsvk/NN0pwU571XV8kZJqZpYzuOm44UEA74MC2HnJHDNh1sRaAorlbKNG0mE1lSWRNFOGzqjTEwluS5Q2OYloOqCO64eQfdhcaRmipoD3tRRN3VFmdFzUYdjUZlEDIHw7QZncyUJkuzIoRgXVuAE8NrUwEvOTOLeSZUe70j6ifk1yqWkHVVwaerUiMiaQmK8z4S1OmI+t0VEeHO7d6OII4D69r8tIf00gqIpqlEAh48mqshURXBlvVRTMthYjqHabmh+6+/cRtbeiOAW1AQC/uaNgiBGqyITE25F4rLLruMb33rW7z97W9H02Z3u5hGpJUZmUy7FTNN1mOmGt1tfn51ZBzTsktLihIJuL1kAr7KS0kxr32m1326xt/+v78GUJFHLyI1IpJmpnze+70afq9WcEi1+exHryptd9c9e+npCMyb+wOjSbb1RRAonByZIVvogu7X1VLa0w1CvGhNmI4p55wDkauvvhohREmg+oUvfKH02lI0Iq3M8ITr3RENNm/FTJGe9gCm5TA0kea8bqkTaWWW2yNjsZ4YnVEfp0aTZHImtuOmXvxeDUUR3Hn3T0vCVV9GrbClnpjOkslZ3Hn3Y/h0jZuv6GP3rq0rdNQSybkx97xxHIfhCfdmVNMUvJpCNm/hAJ/5378AIcjmLdJZE9OyiYa8pLMGE4kstu2eIxPTOcamMiU9lU9X6Slo9hQhiIa8eFrgxvCcA5GDBw8CYNs2ilL5hRRXS9Yqw3E3EIm1QCBS/IE4OZKQgUgLs5jeoxq3XLWR+x45TA53pSNv2hU9MdpCOgf7zdL2tgOprDlvP9m8xUg8TXebn4npYn7cvevLGRZ79p4AkMGIpOGYe94Mx9NMp1wXVUUITNMil7cQQDSkMxTPAA7tER9eXWU6lSNvWKRz7qqHR1OIhnRGJ9OlIERTBT5d4dcu24AQEAvp6FrzByFQQ43Ie97znnnP3XHHHbXafVMyHE8TC+ktkcpoD3vRPQrHTkudSCtzNj0yFuuJse9oHEVQMlcqrywUVHqJFO8QMznX2ExTFYQQhZJHwcPPDKzIcUsk58Lc8yaTt1CEQFMVPJqCXajG1TSFnGEhBCUvkUhQJxr0ks0XynkVQXvER3w6W3ofgCoEt+/ays5NbURD3qawbl8q57wi8hu/8Ru8+OKLZLNZLr/88tLztm1z8cUXn+vum5rheJruNteDo9kpClZPDkuH1VZmMb3HQhQ9E6qRzZtuICFEKY2bNxc2x/viJ67lzrsfKxk0FVGEuy+JpNGYe96YpusH4jgO69qDDBb8pGzbwSirnCl6iYQDHqaTOQDaI16S6fy8cyTg09i5qY1IUMfXQkEI1CAQ+drXvsbU1BSf/vSn+fznPz+7Y02jq6vrXHfftBTzg6/bvnBuvdnobvOz/+gElm2jKs2/yiOZz2J6j6VSni8H4ar9hYPjcEbb6WIVjU/XyBkWatm2tuM+L5E0Gp1RH8PxNJm8VSrTtWx3pW8knkYI10dKK1TOGKaN48x6ieRNG5+uoXtUTNOpmrrsjPkIBXT8LXgOnPOvSSgUoq+vjy984QulOx73S7eZnp6uxRibkpm0QTpn0hZu/oqZIj1tAQzTZjieqfdQJCtEeY8MV+FvVeg9lkIxXz6VyhPwaWiqa+BUzHWXG5k5Zf8BXHWhe/Ny8xV9ODhYtoPjFP6Pw81X9NXiMCWSmrJzY4xEOl9wRHVm53gh6DAtNzjx6yrRoO6amjk24YCndI7devV5BP0qU4WVkXICXoVbr95MyNd6QQjU0NDs/e9/P6OjowSDQRRFYWZmBlVVaWtr4ytf+UpF2mYtUBKqNnGPmbkUXS5PDCXY0Bms82gkK0ExvbKcqpm5lOfLAYSiAFbpdSHcEkRFEaSzFrbjoAjBVRd28bHdFwGzgtSHnxkgmzdl1YykoTnYP0U06CWTM0ui1HI8BTO/rrYAk8k8ve3+UtVMLKhz6zWb2NwT4ZmDY/P23R7WueOtO7j0/I4F3YibnZoFItdeey1XXXUV73znOwF46KGHePLJJ3nf+97Hn//5n/P973+/Vh/VFBQDkWjAW+eR1I62sBePpnB8KMF1F/fWeziSFeJMeo+lUC1f7lEFDrC5N1JYlnZIZ82Sj0g1du/aKgMPSVMwPp0lHPAQCeoMjiVRCloo24G+7lBpvt/1gcvp6gozNlYp+s8bFv/y0CFOjiQBuO2aTaVrbMCnEQl4mN8esnWoWSBy8ODBCo3IW9/6Vv7xH/+R17zmNaX+M2uJ4Yk0mqoQ9nvO2OCrmVAUQXebXzqsSuZRrglJZ00s2yESLPbAUMgVzJiODLjpWl0TbF0fXXAfZ7MSI5HUi3JtlaYqGKaNZTsljYjfq7Gu4LD97IERvvHD/YxMZhHCYcemNkzT5sBJ1+4iEvSQy5t84z9fRijuSsoNl21o6XOhZopD0zQ5fPhw6fHhw4exbZtcLodprj2l+3A8TVfMR/VuGs1LT1uAgdFkU/fOkdSWuZoQ3aMwncqRSOVxHAfTtOa9J286FWKRufso+pfsPzq+mocikZwV5doqr0cpVUqKgkZkOpVj58YY+4+O85XvPM9QPIODQyTo5ehgohSE+HQVx3F47IVBbAc8qmAonmn5c6FmKyJ/+Id/yIc+9CEuuOACbNvm5MmTfOlLX+Jv//ZvefOb31yrj2kahuNp1rUHWi6nt67dz3OHbYYn06zvkDoRyXxNSDTkpiNzeQtVEVgLVOoeHpgtBZ+7D69HJVd4vpXvBCWtQbm2amIqg1Yo93IcSp2kD/ZPcbB/ikzORAjXcdu2bdKFChkh3PT3RCJLR8RHMmtgO2vjXKhZIHLDDTfw0EMP8eyzz6KqKpdffjnRaJSLL76YUGhtOXGals3YVIbXbG6v91BqTrlgVQYiEqjuPRIpmJt98RPX8ltfeAwoZLgFUGiDXp6yPFv/EomkUShqqxbrm2TZDkGfhqoKRifLKmQc16/JrapxmEzkCXR7gNY/F2oWiGQyGX76058yPT2N4zicOHECgI985CO1+oimYXw6i2U7tEdaR6hapD3sQ1MFx4dmuPYiKVhdi8zVcvg8CuNTGTJ5q+QT4lEFmqpy1z17F9yPEPDFbz9f0pXMpPMYpl3Rj0a2E5A0OuXng09XSaTyTM5k8WgqkaCO36tVePHk8iZ+n8bwRKUNggOF1RJBPOEGKJOJLG0R31l5+TQTNQtE7rrrLgYHB9m+fXtFJLgWKTa7c5XOrYWiCLpjfk6OSMHqWqRaL5qJ6QyGObu64TiuBkQI29WMpAR5s6CWKktVelSlpAlJZgxyxmwOp9iPpi3UOuXvktaj/HwQAoYmUq5HCK42ZGI6QyToRVMFt1y1EQHc/+Rxjg/Nv37GQl4URTBRtvKRSBuYlk3Q71mWl0+zUbNA5NChQ/z4xz9G01rTcGU5lDxEQq23IgJuA7xXTk6W/B8ka4dqWg7TmhXmlWui8qaNEILezhBD40lXoIrrnhr0awT9ntJ+8kaloFUIN4uz72h85Q9KIjlLys+HkZkcQigI4SCEQFEEhmmTy1v8xu7XcMm2TkzT4v4nT8zTDkaCOh5NYXx6vllkNm/z8d3bW1YfAjUMRHp6emq1q6ZnOJ4iVLjItkKfmbmsawvwwqvjjE1mKtq2S+qDadmkswZeXV3Uen8pJbJ7nji2oJGYm6d2mJzJYZo2mqYsKMh2HBgYTaJpSqGUV/DPn3krY2Mz3HXP3orOoeWnSfF5w7JJ50zuvPsxfLrGpdvamUzmZXmvpGEo1zblDavMQdhxV8Qdtz/SvQ+6XeqTWbNi5Q/cPjNeXWV8KjPvXHIlVQ4PPt3Pvz58uGXnfc0Cke3bt/PhD3+Y66+/Hp9vNpe1FjUiwxNuK/NW8Q+Zy7p2tx7+5MiMDEQahGTWJJkx8XlVAl4PHk3Mu6hVS6vc94hbcl+8sO154hh79p5A4Ha8zRkWe/aeAFyDMZ9HYSieQQhXx2GVlcRUm+7FbSZnCm6SBeb2tFGEG4wUF9hMe9YmW1UEmZzJU6+MEvJrtEd8Vccukaw2xXlsWTZz7zkTaaPUWTpvOdi2My8ICfk9+L1a1SAEKKUz55a1Q2vN+5r5iKRSKTZt2kR/fz+HDx8u/bcWcT1E/C1XulukM+pHVQTHh2Qn3kbCLrg3TiQyTCZy7h1a2Ryc26rc61FRVYUHn+4vbfPwMwOlIESIwv8RPPzMgLuBKJS9IApasMrU3NxE3ew2ld3u5va0KVXMOG6FQdGnRhGFfRTems6aC45dIlltivN4OplHXeDX1OfTUISY18gu6HPTk+PT2XlBzFzOdM62AjVbESm6qiYSCSKRSK1223SkswaJtEF7pHUVzqoi6IpJh9VGxXEga1hkDQtNEfh8Gl6PSiZnEvBqFenCuWWB2byJqlSGE4pwn3dft2iP+JgpiOg0VcG2KVW6zL2g2o7jOgwHfGTzszqQuT1t+rpCtIV09h2Nlz5LMNudtBhQzU3htHJJo6TxKc7jr/37iwB4imlF01350HUVn66WqmCKBH0aoYDO+FRm2eaQrTjvaxaIHD9+nN/93d9lZmaGH/zgB/zmb/4mX/3qV9m2bVutPqIpKHambaVmd9VY1+bn1QG3VHutV0k1Mi+fiPPzfadJZgwcByIhL21hnWzeIpe3yBhWRVmgT9fIGRZq2Z/UdtznYXYpujwlNzSewnIcPKridhktpFXKp4VpOSWL6yJn6mnzyS//X3JGZaO8YjBS1J34dbXkayOR1BOPppItzlfHteNIz30AACAASURBVHZXFEG4sOJRTqAsCNE0hbCukjdsMjkTB1AVSlovV/Bd+VmtWMpbs9TMX/zFX/A//+f/pKOjg3Xr1nHHHXfwmc98pla7bxqG4ykAYsEWD0TaA6RzJhOJ1orMW4lD/ZPsefI4iYyBqipkDYtjp6c5NToDjoPfrxHya9x2zabSe26+og8HB8t2cJzC/3G4+Yo+YH5KJWdYqArYtoNh2m4SpmRY5q5qlFtcL5W54ygGIQJ35cU0bRLp/LL2KZHUmqLuyluwZjdMG8NyXOfUgktqOT5dJRzQmZjOYDsOqoBEOo9XV4kEXbsHy3YF6Jbt7sfnUSrON8uyW66Ut2aByNTUFNddd13p8Qc/+EGSyWStdt80DMfTKEIQDbR4INLm3okWu0VKGo+f7zuNqiromptfDgd0Qn4PqbTJSDxNNmNww6Ub2NAVKt157d61ld3Xbi5VfHk9Kruv3VyqmrlkWycffMt2YgXn1FhQpyPqJxrU0TSlQnAqCqkaTVOIBHQO9k8teexzx6EIgU9X3Qs+7hJ4NOhd1j4lklpT1F1FgjqaqpQ0UtGQl+mZXEUA7fWoxMJe4oksAkHI73bUjQa9RII6sbCPWEhHQMna/fbrNvPbt19Ucb598C2tV8pbU9OPXC5XWqYfGxvDthdoMtHCDE+k6Yz55psqtBhdMR+KgONDCV6/vavew5FUYXImh89beYqH/B6yiskffeDy0nPZvFVo1qUS9Hu4/fqtpcCjGnNTKnfds5dIUCcacs/9wbEkKpRaoEOlxfVS2b1rdhyL2WZLJPWgvHzXcRw8mkLAq5LKGCUtliKgrztMe9TLTCqP4/j4/MevBmbndZFoyFvRHqFIqwUec6lZIPKBD3yAj370o0xMTPDXf/3XPPDAA9x555212n3TMBxP0x3zt3x3Wk1V6Iz5OSErZxqWtrCXRMZA19TSc4Zl0xaeb7TnOLMBia6peL0qPo+KIsSi3iOdUR8DY0nSWbNCTKoINyjRVKWwbO1w+x/twedRK7xJlsLccl9ozVy5pPEpPx/SWRPLdkorIqoqyJk2eXP2JlwplMEfOTVFOmfh92rsPzrOJds6583rTM5kqrCS8sVvP9+SniHVqFkg8t73vpdNmzbx+OOPY5omf/EXf1GRqlkL2I7DyGSG8/vWRt56XZuf40MzUrDaoFx/6Xr2PHmcPK6dumHZWJbN9ZeuX/A9jgM5ww1IkopgcDzJI8+cIm9aBP3VfQzaQjoH+815+7IdUKFULSNwe9DM9SZZCrdctZH7HjlMDrdqIG/aLZkrlzQ2c714TMvVP4Eb+CczBqnc7LmgCOiI+plJ593Sc1ydSPEcKp/XlmUTT2QBQVtYb1nPkGqccyAyNTWbo73gggu44IILKl6LxdbGjzJAfDqLYdq0V7njbEXWtQV48VicqWSOtrC8M60XmZyJUyUNuGNjG7txtSKTMznawl6uv3Q9Oza2LWm/tu3wwJMnSOctYiGv27zLsJhO5Spaku87Gi911p07jIqFQQFCKKiKg2W7niVLDUTmlvu2qsOkpLGZ2+IgWmjjYZo2jq4ykzYqtu+I+klnDdJlHiLFgOXBp/u5q5AiffDpfo4OTqMqCtGQTsDnCldzhddafZ6fcyBy9dVXI4QoXQiLd8bFu+QDBw6c60c0DcUeM9E10qirWMLZP5KUgUid+LefHeWBp04S8nvY0BlkQ1eQDV0hNnQGiQR1dmxsW3LgUY2iziSRyjOTzhPweWgPe8nlbYrGZtm8iaaK0rlfvizd1x3iZMFvxpmTtin6hSyVM5X7SiSrQbkmpEg0qGPZDkOFZqeaKjAth46oD8O0K4KT4ilQ7gVSnNfVdFCt6BlSjXMORA4ePLjoNv/5n//J29/+9qqvPfbYY3z1q18lk8lw3XXX8ad/+qfnOqS6MVQMRIJrY0WkO+ZHCDh2OsGl58sfiHpQvGYlMwaHTk1x6NTsCmU44PY7mprJYdoOXk3h+kt7uen15y15/+U6E8eBVMZgJJ7HseGz/+cZetqDdMX8pLJmyUNkrudHOTnDKpmz+r3Lu/wspU+ORLKSdEZ9jExmyOTMkqFfR8TLUNw1Jgv6NFJZk/aID9t2mErm5u3j+OkEtu2gKKJCB7KWdVA1K989E9/4xjeqPn/q1Cn+/M//nL//+79nz549vPLKK/zsZz9bjSGtCMPxNH6vhl9XF9+4BfBoCp0Rn7R6ryPvun4rX/79G3jPDVu58sJu+rqCJWfUmbTB+HQWs5AfyZk2//XcIF/+3q94/IVBXh2YIp01zrR7rr90PZZlkzddH4NkJu/e4QnI5W2ODk6TN2x0j0p7xEd7xEs4oKNrSsnzYy5Fn5FLt7Uv+TiLufm5PTf2Hx1f8j4kknNl58YY06lcyTPH61EYmkhj2w66RyGVNYkVUvOTM/ODEKDgzeNqCofj6dI8rubRs1Z0UDUt312IavlrgEceeYRbb7211Ln3y1/+Ml5v864mDE+kWdfWuj1mqtHTEeDYUEIKVuuEEILNvRFyF67j9Tu6AdcMaSSe5h/vf7kUhJQzNpXl4WdOlR63hb1s6ArS1xlifVeQDZ3B0mrFXJ1JPm8T8nsIF3xyPJqKg4Vl2sSnDRzAq6t0tfnRVEE2Z5I3nVJFjm07KMJ1l5xM5pd8nHNz816Pumby55LG4WD/FJGATiZv4VEF6Zw1653jQCyk49dVRifTZ9yPqrjnbiZv4fNq8/Qia23Vb1UCkYV+oE6ePInH4+F3fud3GBoa4sYbb+T3fu/3lrzfjo5QrYZYla6u8LK2H53KsGNTG5Gof/GNV5lYbGWssLf2tfHisTi2qtLTEVyRzyhnuX+TRmCl56lp2bS1BSoC4O6uMJbzEh4VEG75rAM4toPtwPquIEPjKRzHvXObnMnx0rH47Pvb/GzqjbBxXZhNvRH+n/ddjs+r8el7niToVSvOaVVRSTvwN5+6HoBP3/NkaSUkFNAZm0wTDmi0a156O4KYlo1hWkwl80v+e8aTecL+yvy5pgoml7GPs6EZ59vZsFJztNW+v3gyT0fUh9ejcmo0Weop45qTQcCnMpnIoakqlj3bokBTFVSFUvddTXWdWC3LJlgIyru6wrypK8ybrt6y+gdWZ1YlEFkIy7J49tlnuffeewkEAnziE5/gP/7jP3j3u9+9pPdPTCRXzK+jqyvM2NjSm7pl8yYT01kifg9TU2eOhlebWCywYmOK+d0p9NzLQ1x54boV+Ywiy/2b1Oozz5WVnKcAbe1BJifT8z7Dq6nkTQtVcUrtyC3A51H55LsuJm9aDI2nGRxPMjiWYmAs5bYjB0YnM4xOZnjmlREovLcz5iOfN8nlTXy6hkdTUIQgb1pEAx7ixfYGAU9JV2KYFhnDJpF2BXcj8TRej2tzfV53iJMDk6WL9KFTUzz67ACjkxliIZ23XHFe6W6wPaTPy5/nDIu2kH7Wc6IY0zhOMV3kFP7tfo+RWICJiWSFAL/4ulP4ThCCYnPg8u1sxy3HFEAkqK/4Kum5ztOVmKP1OF9XmvaQTjJrMDmTK4lQ1cLfP+DzMDqZQSnMg3KtlGXZWLNxSSHV6W4zMZ2lpz3Qct9VNRaap3UNRDo7O7nmmmtob3dzxW9+85vZv3//kgORRmKk0OyumllUK9MZc5fgjwxOr3ggIlkeuy7p4dHnBwsW6W4prVN4HkDXVDb1hNnUM3txyOUtTk+kCoGJG6BMJLI4uCmdIqmMW/GiKgJVEWzrjdA/MkNvR3Cef0n5r7BpOZiWSSpr0tPmI5Fy0zNHBqZ46Jl+dI9KNKRjC8HDz5xCUQQ7N7Vx27Wb+dGTx1FVBY+mYJg2uia47dpNWLZdtTsvUChTcHAKPwq242DbDpbpYDo2TqFBn1O2vVN4ZKsq08tIH1XD41kVGZ5klXjb1Ru596HDFd10dV1lfVeQwbEkpuWgCAdVEZX9kRS3h0yR8tcS6Tw3Xrawt89aoK4akTe+8Y388R//MYlEgmAwyM9//nPe9KY3rcaQas5Q4W6w2LhoraAqgp72AMdPS8Fqo1Gsjnli/3DJwn3XJT1nrJrx6ipbeiNs6Y2UnsvkTE6PF4KT8SQnhmZIZty7Qct2G9M9fWCUpw+MogjBunY/nVE/k4ksyVwew5x//gvgYP906fHjLwySM2wcR5DLuz/+edNizxPH6Yr56Yz6uO7iXva+OMTpyTTtYR/XX7Kezqh/fnmjQ2nFYg3JtSSrwORMvjTfBODXFTb2hDFMh/aIH8tKk83bpf5ImgpCUTBNG48mSqkcxV1CQ9cU/F6Ng/1T7K7fYdWdVQlE3vGOd1R9/tJLL+XOO+/kAx/4AIZhcN111/Ge97xnNYZUc4Yn0gggGlhbKyIAPe0B9h2ZKJWzSRqHm15/3rLKdavh92ps2xBl24Zo6bl01ixL6SQ5PZ5iKpnHdmb9FOaiCDd9IQopkJwxu1ZdrS+OR1WYmM6W7h4v6ItxwRzX4jOlPGQQIqklLx6b4F8eOgTA+RuiTM5k6FsXJl0oXQd3hbjYJ6aaL0ixnL3YgwlkzySoQSCyUJBR5Ec/+hEf/ehHF3z9ve99L+9973vPdRh1ZziepiPqQ1VEqdnRWqG3I8izh8Y4PZ5m47qVFWZKVp9D/ZMV7qyprMHI5OyFc2tPiNt3beHx5weYSOTwaAqhgM50MkeizMzJdqiIHISAPU8cZ0NXkKBPI2NYeD2zl6SF+uKsNMXjnUobxAKeZbnRSmpDo3nG9I/M8Pf/8SK27aCpgpPDCdqjfg73T5PNmei6SiTgQVWVku9HNV8QVREYll0y+QPX8n1zT2uJepfLOQcif/Znf1aLcTQ9w/E03W1+7LVUu1ugt8OtyDk2NC0DkRbjUP8kewraDJ9X4+TwDNacKX5sOMnJhw7RFvURDuoYlk0yk+ddv7aV3s4gP3nqBPuOxuft23HgFwUxbBFNzaN7VBRFoAC7VtlDofx4g16VRMZgz5PH2Q0yGFkl5vZzqXfPlXgiw5e/t4+c4YqPHduhs83PTMYgU+grYxgW8YRbAfO+m84HqvdHMi173ipeNm+1dKf2pXDOgciVV15Z+vfU1BSZTKZQlmTR399/rrtvChzHYSSeYfNrI2tyPkWDOn6vxtHBBDdetqHew5HUkJ/vO42qKqUOvnODkCKWQ2kbXVPJF9575ztey39703a6Yqd4Yv8wWcPCqyns2BijPeJjsKA9SRcu6EUxa5HvPnaU9Z1DbOgMFezrg7RHfKXKhJU8XiFExbHIQGR1aCTPmHTW5K+/u4/pVB4h3AqZjqiPdM4ilSmzbnfccvJIUC+NsVp/pJF49bTl4YG1rbGrmUbkK1/5Cv/0T/8EgKqqGIbB+eefz49+9KNafUTDMjmTI2dYa6bZ3VyEEPR2BDg6OL34xpIVQRUCoVTqIgp6OBCgCAVFgCIEpu1g2XZpGwChCFQENq7dsg3YjtvOPFIwL7NstxqgGAPYBU+SanhUpcJZsqhVaW8Plsp8iziOa4U9MJaq0JwUTdCOD81wfKhyKXt9Z5C+sr46bWFvTQz1FtKqLOSSKak91fq51KPnimnZ/N2/72doIo2qCPy6is+rYdsOiVS+dO44gKIIejoCFc3tYH5/pN/6wmPA7HlXfP9aXEkvp2aByP33389Pf/pTvvCFL3DXXXfxi1/8oqnt2pdDsdldLLQ2AxGADZ1Bfr5/iGTGKJn7SFYHTVXojPlKfhiIQgNKZoMGKCsZXOT3+qVjE/zXcwOuk6ppY9k2tg0IV4xXrIJTFFEQn7oXUsuysRy3NFYUqna/8v1fEfJ72NIb4djpRFXdhRCCtrCPtrCPi7d2FMbqEE/k3BLi8RSDY0lOj6fJGRbZvMWx0wmOlVVq+b1aRdO/vq4g0aBeNTiZq3kpH0t5b50iZ6NVKX6G5Ti0hbzc+LoNa8IhsxZU01YkUnnyhs1d9+zF51FACLJ5a8X0I/uPjHHvI68yUQh+rrloHdPJPGNTGcancxUeIeAG6f0jSUJ+jS9++/mq2pbydgTFtxZn50qt8DULNQtE2tvb6e7uZuvWrRw8eJB3vvOdfP3rX6/V7huaYiASCa6NrrvV6OtytSFHBqe5TDbAW3Uqgwwx7/lq21ajPD+vawrprEEyYyJwl56NBXIzigBFUVAVgaYKVFXBryt0twfIGTb7j8fxairr2nzMpA0e+MUJYGHdhRCCjqiPjqiv1FDRdhwmprMMjrmBycBYitMTKQzTJpMzOTI4zZGyVbmgT3NXTLqC9HW6AcrQRKpC8zJXA1LugaIqriGcZdlcf+nSfR7KdSYdER/TaaOuGodmY662IpHKk0jnC81EHYbiGcChPeJbEf3I/qPj/MvDs14hAZ/G8aEE11+ynp/84qR7/ixwDiUzJv0jM3TG/BVjA7jvkcN4PUrJXZWy3Vx1YVdNxt6s1CwQ0TSN/v5+tm7dyrPPPsuuXbvI5dbGcubwhOsWGfRqa65ipkhvRwBVERw8OSkDkSZmbn7eNWgqLh+7PiNG3sKe8z7HAcu2MS3IFVLnyTT4vB5G4m5pe05XaQt7iYUUbMfLoVNTXLqtk3yha+9iKELQFfPTFfNz2QWF4MR2GJ3KMFhaOUkxNJHCtBxSWZPDp6Y4XNaRuGjA5tVVbM3BU1j5KGpAynvrTKcNomdRNVOpq3G9IlRVkX1xlshcbUXesIkGvUSCOsPxdCHYVphJG6xrD9RcP/LDJ47PBiFeje6Yn0DAw/6jE3zk1gv5wU+PMDi+sFN1Jm8hhKjQtgCoqkJPR5DxqQypshTONa/p5mO7L6rJ2JuVmgUiv/3bv82f/dmfcc899/A3f/M3/PCHP+TGG2+s1e4bmrVcMVNEUxV6OwIVF31J8zE3P29aNqoisJ1Z7wPHcUpeCQB33v1YQTvirsTkC6ZNxdjCLFid59M26ZyJYdqud8JkhraIF8t2ME2brGFhmBaWtfScuVIw1OtpD/D6He5zlm0zOpmp0JsMTaRL5muW7ZTGWNzH9EyOx18YdLUn3SHufMdrq+pZlkI1nUk9NA7NTLm2oujHAWCadsGPhpJ3Ry2/218dGedEQY/k9ah0RH3EIj4SyRyJVL40rrvu2cv4dHae1gMqVxzLx1Y8ht7OYOkcSGfNNR+EQA0DkTe+8Y288Y1vBFy9yMmTJ9mxY0etdt/QDE2k2Ny7NitmyunrCvHLg6Pk8hZeXV38DZKGozPqY2QyQybnmjQVVyo8C+TrO6M+PJpC3rBBOPPOgcGxZIWo9cjAdKn7bl9XCMdxVzp0j4ruUUs/MDnTJpuzKsawVFRFobcjSG9HkDfsrOxI/N1HX2Uma2JbDkbhh8y2HWyY15F4y/ooXVFvSRDr9y7tcllNZ5I37ZK/hGR5lGtGNE3BKpTAFs0Ta/XdnhhO8A8/fAkAVXVTg0G/h+OD0yQzebwejT1PHONg/1TJ+n+hmTkwmkTTFPy6Sk97gGQ6z3AhGNY9CiF/pefIWqdmgUgqleJrX/saTzzxBKqqctNNN7F161Z0vbV1E5mcyUQixxUXNl7H3dWmryvIL15xODaU4MJNstSxGdm5McbhgSkEotRB13ZAUwSO41Tk64seD3ahCVy1q7Jgfv8X23Fz6W2h+dcGx3EDiYCulFKdedMml7PImdZZN2bTVIUNXSFuu3ZzSb+hKW4b9rxhsaEzSDJjMjKZnu1IfGi0Yh8dEV9ZtU6Q9Z1BfPr8S2i5zgTc8VuWzS2r7InSKpRrRsJ+jcmZPGATDvjIGVZNvtvxqTRf/t4+8qbrBeLRBH6vxuDoDOmcVRBfOezZe4Jo0IvPq2Ck5yYoZ1GEu3qTMC0u3Bjj9ES6UKkmME2beCJX4Tmy1qlZIPKnf/qnKIrCn/zJn+A4Dt/73vf4y7/8Sz772c/W6iMakqKddUdk7VbMFNnQ6S7dHzo1JQORJuVg/xSRgE4mb7n9MTwqaqFCIJ01K/L14C5fu0FLoVFcWZwgRJUmdJSu6VVNzsoprpb4PCp+XcWy3VWMbM4t6z2boKRcAzI5k6NjTtVMeUfi8USOowPTpY7EE4ksE4ksLx6bcI8DtyNx0eOkrytEb0eg4jOyeZO2kJfbr9ss9SFnyVzNSG+7v1Q1Ewvq51w1k8oa/PV39zGTNvDpKh97x2sxTIvvP36UVM7CoylEAh4SaQOBIJMzz9g+oKip8hT6yOw7GicS0vHpKolUHtNyUBUqPEfWOjULRF555RUeeuih0uOrr76a2267rVa7b1gGx93eAbE16iFSjldX6W7zc6h/EthS7+FIzoLx6SyRoE40VF5548zrn1GOZTsIAX3drk314FiytBLS1x2qsLP2elQcx8FxHLL5Ss+FM1EMSryaildTsR2HnGGRy1nkTXtZ+qyiKLUa5R2JixqRuR2JT4+nGJ+e7Ug8NpXlV0fc0kwhoCvmp68ryGu3dLCtL8ql2zrWfNr2XJnrx1ErDNPmK9/fz8hkBlUR3HHzDvq6Q7SFdb772BH6uoIl7VM8kXNXOqq4oxadU8Gt+NrQNaunmk7m6NR8COGusripTGue58hapmaBSHd3N/F4nPb2dgDS6TRtba1/V3x6POVGzH59zVbMlNPXFeKlY7IBXqNSrYfHiaEEDz8zUAgMBIlUrtQxVNMU1EJJ8F337CWdNbFsp6JUXVUKrmkFNFXBKLwXKHkulFsl2A5V0xpLRRECv65x7PQ0P983RCKVx+tRuHxH97zGeOdKtY7ELx4d5/EXBplK5kt+KsmMgePA6GSG0ckMzx92g5P//q6LeMOO7pqOaS1QnKunx90qKFUVbOgM1sw3xHYcvv6jl0sl3++9cRvbz4sSC3oQiJI2xbJsppJ5V+i8hP1atsNwPF3qPePTNfKmXeGLIjVDldQsEOnp6eE973kPt9xyC6qq8uijj9LZ2clf/uVfAm7qphUZHE+xri0gO30W2LQuxPOHxzg6mGDHxtr+IEjOjWo9PP7x/pfIGjaKEIWGXA55EwQWmirI5y0cIOTXCPg0TMtmOuWWNoYDHvKmjU9XQQhyhlVqa543c/h1d/XDr6ukc5bbp8OxsWxwcLj5ir6aHY9Pdz0/9r40TCSos6EriGmuzFl5qH+SB3/pljnHwl4My9WAvO+m8/H7tILPSYrB8SSZnCUN/s6C4t/WLcM2AAGmW6FYK9+Q7z56hGcPjQGuDuV127uIhXwoBXHULVdt5JsPHCCZMRZ0EC5SXoUlAMua1YHcfEUfT740XPJFyeZNqRmaQ80CkU2bNrFp06bS47WQlgEYGk+xpTdy1iK6VmPjujCKELx4bEIGIg1GtR4eWcNdZlbdZQ9EofKl6NkkhHthNS0HIQTRgntwLm+hKu5dY1FwV1xpWdfm54ZLeznYP8X4dJaN68K0hXT2HY2TNSx8HpWbr+hj966tNTsex3H73aRTef7rmVN86n2vI29YpLImedOqaWpkbv+dYj+aXx4Y4c53vLZiRUbTBF1Rv0zNLJPi33YmnUMU2hPYjkMmb+HzaufsG/LIs6d45Fm3Suqq16zj1y7tJRbU0dTZZbtLtnUSCerMFDpIz3VTnYumCoI+jZxhl8reI0Gd3bu2srk3Mqtx6Qrxptetl/qQMmoWiHzyk58km81y8uRJLrjgAnK5HH5/a1eSFCtmrpQVMyW8HpW+7iD7j03w3hu31Xs4kjKq9fCYe2Etf7yhK8TAaLKUFy8SCeoVPiJF5l5Yd1cZQ1dXmLGxmSqvLJ+FepKMTGbcf3tUvLpKzrDJ5k2y+bOvuilnOf1oatH/Zi1S/Nuall2yPxe4lSjn6hvy7KExvvPoqwBcuKmN3dduJhLyonvmWw5k8xaK4lZyQeXKB7jzzXEcDMthfWew4u9d1FZBpcalludAq1CzQGTfvn387u/+Lpqm8Z3vfIfbb7+de+65h8svv7xWH9FwnJ5wzY7aIzLXV86Wngg/23eaqWRuTfffaTSq9fCYe5dXfFws3dU0Vyvi0Wb1PmeT3y7m++PJPO2hs6t02PPEsZKWxae7qaLFcu/7jrifO5M2WN8V5LqLetnQFcC0Zj1PHnvO7QycMyy8HpVdl/Rw0+vPW3ActepHI1mYop+NbTuYc6Ll/hFXDH3n3Y/h07Vlra4dGZzm6z96Gcdx7Qb+25vOJxTUCXq1qqsdnVEfiVQeu+ycKFJq/lgQUudNu9QQrxhAdbfJm9SlUDM14d133823vvUtYrEYPT09fPGLX+Rzn/tcrXbfkJwedwORWLi1vVKWy5Zet3rilROTdR6JpJxbrtqIZdnkDAunUHXi8ygI4QrsnGJOBtdwrKjvcHDwe7XSe5ab3y7m+6dSecJ+rdSDo7wJ2GLseeIYe/aeIGe4KaGcYTE+nSWRzFccT/nYyj9XVQWnRpN859HDDMfTtIV9+L0aP983yKPPD5I3LVTFLd999PlBHnvu1IJjuf7S9ViWXUj5OGfVj0ZyZnZujJW0SNVwcAPmnGGxZ+8J9jxxbNF9Dk2k+coP9mGYNu1hLx++ZSfRoJew37NgyuWWqzbi82oFbZNT4aSqFM8bHK66sIt01mRiOoNRWDWxCkHJcub5WqVmgUg2m+X882fNWW644QYsayka4+alvGJGMktXzE/Qr7HviDwBG4lLtnXywbdsJ1ZIrcSCOr99+0Xcft1mvB7Xp8Pv1bjmNd30dYVIZ0162gPsvnYz69r8pfd88C3bl7WaUa7lKPbgKPZeWSoPPzOAQJSs5Is9Y0zLrjie8rFV+1yE4IG9J9E1hVhIZ//ROL0dAWIhL5rqNu0TwBP7hxccy46Nbey+bgsRv4dsziTi97D7ui3L6kcjOTNFPxtPlXRJEQcKfy/Bw88MnHF/iXSev/n+r0hlTPxejd98207aIz4iwTMLiS/Z1slv3bqT3o4ginArwkJ+Da9HwXHcVPTuazfzsd0XEfFrpRSOqiq0R7wE/J5lzfO1Sk2b3k1PT5dyZMeOHdgpCwAAIABJREFULR6hNjuD4ynWtcuKmbkIIdjSE+HlE3Fs2ymp0CX1p5ofwyXbOhdd2q6m91gqC2k5lpPnz+bNQpnwLEXtyl0fqJ7+dffvMDmTK5Uih/1a6XMdx23P4PUoBHweOmN+TMsmmc6Typ75JupMXiSSc6fcz6bch6YaiuCMnjR5w+JvvrePsaksmir48Ft30NMRIBrUESx+bVqqh0nWsOnpCMzTicgeQ4tTsxWR3/md3+GOO+5geHiYP/iDP+D9738/n/jEJ2q1+4bk9HiKnvaArJipwpbeCOmsyfEhKcpa63RGffNEfsvVmfh0rapV/Jm8SHwehckZ1wdCEW5J5eRMHp9n9rLnejw4zKQNRiczZHIWAb/OeetCSJ1p/ag2ZxbiTPPAdmz+/ocvcWJ4BgH8+hvPZ8v6CLGQb15ge67UYp6vVWoWiNx000189atf5X/8j//B5Zdfzoc+9CGuvfbaxd/YpKSzJvFEjq6oFCNVY2tvBEURPDunX4dk7VFNm7JcncnNV/Th4JS0LMXc/Bm9SIpe8hQ7Axcel0UYc/ebzBiMT2e4YkcX3W0BIqHKkk7J6lA+Z84UMJx5Hjj868Ovsv+oa8n/tqs3ccm2DqLBlfmb1mKer1VqFoh85jOf4Rvf+AZXXnkl//AP/8Dg4CCf/vSna7X7huPUqHun3xmT0W41vLrK5p4wzx4cdUWQkjVLuTYlmTk7ncnuXVvZfe2slqWYmz9TSimbt2iP+NBUge04aKqgPeIjm7cW3e9t125BUxUCukZH1E9b2Iuv0B1YsvKUzxnHcVAEVb/7heaBEPDAUyd5/IVBAK69qIddl/QSCugVVVYrNeaz1VOtVWqmEXnppZf4wQ9+wD/90z/xrne9i0996lO8+93vrtXuG47+UbfHTLss2VuQHefF+MnT/fSPzLCpJ7L4GyRNQTWb+MUutsU8+7l4KGzujbBxXaj0uZt7I2ccS7FceV17oLSPnOE2Sitn966tZwxoBK6b6uMvDJLOmUQCOpde0Mm29dGzOg7J0ijOmc9842lOj6dKlS1CQNCn0dcVWlAf9ORLw/z7z1yd4ms2t3Hr1ZsI+DSC3nMLQhab+yvVE6fVqdmKiOM4KIrCk08+ydVXXw24lTStyqmRJOGAh8A5TuxW5vwNUVRF8NTLI/UeiqRGlJfEFm3il1uKW6vP/eaPD/LNBw4sOJZaLZUXP3t4MkM2bzE6leFnLwwyOpVB0+QSyUqy/+g4I5PpCn2Q40AyY9IWql6teOBknG/9+AAOcF53iP920wUEfBrhgA5LEKeeaSz1mPtrgZoFIhs3buRjH/sYAwMDXHnllXzqU59i586dtdp9w9E/MkNfV2jRHgRrGb9XY9v6CE+9PIxlL014JmlsalGKW6vPzeZct9SFxlKrpfK5ny2EIJk1efiX/XRE3LSN7lHP4SdOshAPPt2PaVW/yO47Gp/33KmRJF/7j5cwLYeOiI8P37KDgE8lEtTP+e9Tr7m/FqhZaubzn/88jzzyCK9//evxeDy84Q1v4J3vfGetdt9QmJbN4HiKG163QfaQWITXbmnn8MA0Lx+f5JJtHfUejuQcqUUpbq0+1w1uK39e5o6lFkvlCx3z6GQGgatT8HoU8obboK3WvW3WMuPT2dmUTNnzDvNLdicSWb7yb/tIZ00CPo3fvHUnkYBONOQr2cSf61jqMffXAjULRAKBALfffnvp8fvf//5a7brhOD2ewrIdutukUHUxtvZGCHg1fvarQRmINAlL0V2sRkvz8nGksyaZnIlpOyVPkCKnRmZKFtyBgnbgTMfy9MvDPH1gDNtxUITgqgu7+NjuixYcx9KOWaB7BF7dS86wyeRMcoa1JJ8KycJ0Rn2zvi9zXrMd+KOvPUHA78Hn0RgYS5LJW3hUhd+4ZQedUR/RoBdtgaqb5WqdVnPurzVqlppZS5wqCVXlBFwMVVW4eGsHvzoyTjwh7xwancXy4KtVojh3HOCQypoYhuUamZk2lu2WbxbTo/Yc7UC1Y/naf7zIU6+MYhdus23H4alXRvn6npcWHMtyjtlx3LvkaFCnI+KbdwctWR4L6UCKTCbzZPIWA+NuEAKw65IeNnaHCQd1dE/1n7iz0XvI8tyVQwYiZ8HJkRl0j0I0IK3dl8Jl53fgOPDTQimdpHFZLA++WiWKc8dhlTUdc6CiCV9x1V0Id/m+qB2odiyG6QYgouw/gKcPjC04lrM9ZlUR+DyqTNOcA9V0IEUUAe1RH9PJPJmcG4QE/Rr9wzP4fRpB78JB4NnoPWR57sohw/Wz4NRIkg2dQXmBWSLRkJedG2M8+twAt1y1kaDvzP0dJPVjKXnw1ShRnDsO07RRFYEDbCikXorW3x51NihxHKekHah2LAthL3Iyy7LM+rCQdbsQ0BH1k0jnS03mgn4PkYAHR0DYr5/x+ny2eg85D1aGugciH/rQh4jH42iaO5TPfvaz/z97bx4mV1nmf3/OUntX9b5labIRCEtCkBCWyPoj8FMJioz6w3m9Rme4xBn1hZlBHRhnFMVLGUeQd0ZnBgdfF8Z3AIkEZRBEFIEAASQLJGTtdDpL793VtZ/t/eNUVVd1V3VXL9W19PO5LkhytnqeU8+5z13P873vm3Xr1pW4VfmxLIuu3hDnr26a0ngJxrjorDb2dQ3zm9ePcUOBJbsFk5Na4x4MJWiocRaUz2OqdfFirYMX0tbxmpBITMOwbCfEtCyMZODV0VOjWSXZx6fVliWJL3z/ZSIxHcO0CPimnrmcCzGjYO7Ydaifx54/mDcqsbHWTSiaIJ5cjpElCHgduF0KTbWeKRPP5RrnoxGNeMLgC99/GbdTAcsippkF58oRzJySOiKWZdHZ2cnzzz+fdkTKnYGRGNG4Tku9d+qDBWla6j2sXlLLMzuOcc0FHWLtfJak1rgVxS7kllrjBvIazMxzMtfFM8+5bmMHDz+7nzj2L8SEbs56HbyQto5vWzSuE47ZehBFltJOSIrJwuZlycLrVtENM11K3u91kNBNHKqEplsThI8b1zTPuH+CuWXXoX4e+tVewrHcsyENATexuJFejgEI+Bwoir3Ecsk5bVN+xvhxPhrRGAnHCXidSJJdDBEk6v3Ogp4twewoqUYkVaH3U5/6FFu2bOGnP/1pKZtTEIdPBgGEUnoGXHR2G9G4wXNvHit1UyqemaxxF3JOMdbBC/nc8cfoppWlCRnPZL94DcuuAF1b4yLgdRJPGOm+/NWHzuXis1rSMyCyJHHxWS2TRs0I5penX+0iljByfsf1fheGYRKKalnbXQ6FJc0+/neBMxfjx3k8YSRDfV2MRjQkSUaSYDSqi3wh80BJf5YGg0EuvvhivvzlL6NpGp/4xCdYvnw5l156aUHnNzbWTH3QLGhu9k/YdvLlozhVmeVL6phNlr75pq6u9DM4dXVe1izr439e6eKGK06ncQYFA3N9J+VOMcbpYCiB36OmS447VBlVkRgKJfLeo/HnADnPubrZz9UXLZ/Xto4/xjDMZI0YiWXtfg52j6Svl5pOj2tGzn9b1piY1Z7C1/nBXdeM9W8afavE8TYTimVLZ3L/BkOJdGh1phtaW2PPVoyEE1nHq4rEd267gkDN9MptZI7zP7/n2fT40w0LRQbLkjAMs6Bna7oslHFVKCV1RNavX8/69evT/77pppv4/e9/X7AjMjAQwixSatN8NTH2HOxjaWsNIyPRihGr1tV5GR6OlLoZAGw6p40Dx4b4/mM7+fSWs6d17mzqlMyUuTAYxRinDTXO9Bq3Q5XRdDussL7GmfceZZ6TIq4ZOBSJO777+7Ru5MyOOvZ1DU+rlsxUbe0Zitp5QAy7+JzHpSJL8NE7f5UUJEpEokraOVUUGT29lGIiS/ZyjCQxoYhi6t/2PnvbkRNBVFXG41Roa/DOaNyUYrzNlNmO02KM0Znev4YaJ8PBWJYGz+914FBl+oezxaSSBI0BN4lYgr5oYvylpvWZqTFqGCaGAbIMqqoU9GylKCQ3SSWNq7km3zgt6dLM66+/zvbt29P/tiyrrLUimm5yNFnArVKckHKj3u9i45pWXn2nh71Hh0rdnIplJjkNcp0TiekEw4l0PoVTgxG2vdxJz1B0zuppnNlRx0g4nnQoLDTdZGg0zkAwni7zblkWoajOwEgUy7LwOBUsLDwuFcuyxjRFlm0nDHMsDNcwLdsZyXgmU7lGgpEEZ3bUzbjtgvnnuo0duJ1jYc8+t4rbqUxwQgDq/W7OXlY/a3ucNUZleygZJrhUueB8IaIWzcwpqSMyOjrKvffeSzweJxQKsXXrVq655pqpTywRXT2j6IZFe2PplzkqmQvXtFJX4+Qnv343HXonmB6Za9yhaGFajlz6j4BHxetxpLUZ0YSdDTQa1+esnsa+rmECXieqKmNaZGVFVWS7dotDlZGASMx2jtoavGy5ZBmt9R4iMZ0lzTVcfFYLHpeKYVq4HAof3LSMGzYtw+VQMEwr2V7ZfolhL8/U+lzs6xqecdsF88/alU186v1raG/w4HGp+DyOnE5IwOfk/NMb+dNrZ1/TLHOMgj0eFRmi8cJ1UqIWzcwp6fTDlVdeyc6dO/ngBz+IaZrcfPPNWUs15cah4/Y6dUudEKrOBocqc80FS3n0d4fY9tIRPnz5ylI3qSJJ5TSYzlTv+DwIX/j+yxPydciSXU8pxWzrafSPxAj4nNTWSOllpFQOkExURcIwLe79zCXpbVsKuP6WZDh4qi+ZGhjLskQtkAokNU7vevAVegajEwTLHpeK16Vy8zVnzMnnZY7RFJZlEYnpfOHm8wu+hqhFMzNKvg5y2223cdttt5W6GQVx6ESQxoAbj9ORZagF02d5e4C1Kxt56pWjnL+6meXtgVI3aUEyPp+Cqqa0GWOzFrPNI9JU66arZ5Rowi4GlxkNoRlmepsEuJ35TdK2Fw/zzI5uYgkdt1Nl84YlaSckV1/mou2C0hFJ6AwG4xPyNamKTG2Nk/7hGA9u28NQKDFrPdNcjB0x/maOSPE+DQ6dGGFZu184IXPEFectosbj4D9/tVcs0ZSI8bqR8dqMuainUV/jJBIfq0ib+V7J3GZasG5lQ85rbHvxMNte7kxrSuKawbaXO9n24uG8fRG1QCqXaELnrf196UioFLIs0VjrZng0jm6YbH+nl2O9oVlrMuZi7IjxN3OEI1IgQ6NxBoNxFjcVN2R4IeF2qly7YSkn+sM8+fKRUjdnQTJeNzJemzEXeUR2HhpElrJrwqRI5QqRJVuUOBTKHfnwzI5uJKS0pkSRJSQkntnRnbcvohZIZaIbJgeODfPTZ/ZP2NcYcBOJaVl5RuZCzzQXY0eMv5lT8qWZSiGtD2mYfu4LQX5WLKrl3BWNPLX9KOtPF0s0pSBX/YxCtBmFEkvoaQdCkuwImVRa9qWtY+F8k+k5UtfIRJYm1iIRtUAqn8HROD98ah+xZPp2RbJnQnxeJ7phMhqxk5mlZtMyo45no8mYi7Ejxt/MEDMiBbL/2DBOVabJP72kOYKpuXL9InxiiaZqcTvVnCnZx2fOHAzGGAzG+Ytv/ZbP3vdC1rJLrmuY1uSaEkHlEY3r/MvPdzESTqAqyeR2FricKg5VZmg0PuGc8XWHhCaj8hCOSIHs7RpixeLanOmmBbPDFh6mlmg6S90cwRyzecMSLKxkvg8zGWoLbqeSXk8fGIkSiupYlpVTA5J9jeSfWGzesKTEvRPMJT96eh/dfeH0+HAnw7F9HgcDeWY6HKosNBkVjnBECiAYSXC8L8yKdpHIrFisXFTLOSsaeGp7J0d7FmbWwWply6YVbLnEzvehm3ZK9hsuXcant5ydXk+PxAwk7JdKLg1I5jVSeUS2XLIsK2pGUPkc7wsD0Fzrxu1SaWnwsqjZx9BobELmV1kCl0NGkWWhyahwxLxmAbybTIi0uNlX4pZUN1etX0znyVF+8Mt3+Mc/24CqCD+5WtiyaQVbNq2YkPMk9dL4i2/9Nj0Vn2K8BiR1DUH1csf/Wc/gaJzvbd2F06FQ53cRixu0N/ro7g0BFktasnVFkZielXtGUHkIR6QA3ukcxONUaAq406mlBXNPKorm5y8c5smXO/nQe8VLp5rJrMsBEpphIUnWWK4Ry05clev4fDkjCjlGUJ6kvjvTgljcpMbjRNNNTg2EGY1q6dnoY72jNNXaWVeFJqQ6ED85p8CyLHYfHmB1R/2ExDqCuWfl4lrOWd7Ar17uzJl9U1AdjK/L4VDt2ZDMvCIWY3lFCqnjIWp9VC6Z353bpdBU72E0qnGoe5hgRMtaEjdN6B2KEgwnhCakShCOyBSc6A8zGIyzanGt0IfME1edvxiv28EP/2dv0aorC0rL+LocSBKZCzOyBDWesbwihdTxELU+KpfM786hyDTWupJh3vmf/3jCEJqQKkE4IlOw+/AgAEtbhD5kvnA7Va46fzFdPSF+99bxUjdHUAT6R2I4M9LI67qJqkioisRpbX6WtvppCLjTOSHGHw8Tc0YUcoygPMn87iJxneHRODUeR3q/lPFfCq9bFU5IlSA0IlPw1oE+Fjf58DhVoQ+ZR85YWseyNj8///0h3nNGC7U+Z6mbVBWUi4ZiujVuCqnjIWp9VC6Z310kZguUg+GxLLspy5tyRCQJ8b1WEWJGZBJGwgkOdI9wzooG4YTMM5IkcfV7lpDQTB59/mCpm1MVlJOGYro1bgqp4yFqfVQu47+7kVCcYCSBy5H9ikpZYbdDFt9rFSFmRCbhjwf6sIDli2pL3ZQFSWPAzYVrWnh5zykuW7eI5mb/1CcJ8pK5Dg92Po94cvt8z4qkPi81O9PW4OWK8xaxr2s452zN+ONzzeYUcoygPBn/3SU0k1qfi4DPyfBoLEuw2uh38n9dd6b4XqsI4YhMwuv7emmuc1Pnc2CKzOMl4aKz2ninc4ifPPMuG9ctLnVzKpr+kRhed/YjXywNxfgloDM76tjXNcxgKEFDjTPtIGS+THYd6mdfMmdPLgqp4yFqfVQumd/dF77/MgnN4FjPaFZqf4ciCSekChFLM3kYGImy9+gQ61c3CyekhDhUmavOX8zxvjC/zKg9Ipg+TbXudLG5FMXQUIxfAjo1GGHby530DEXxe0TorWBqLMsiGNEm1BcyTEuMiypEOCJ5+P2b3VgWnLG0vtRNWfCsWlzLqsW1PPz0vpxFrwSFMV8aivFhtNGEgYQ0abl2EXoryCQU1XJutyzEuKhChCOSA8uy+M2OYyxvD1DjFqtXpUaSJK46fzG6YfHfvz1Q6uZULGtXNvHxa1an67sUqzZHrtBcWQLdGJuNEaG3gsnQdJNcFR4sxLioRsRbNgfvdg1zrGeUj1y5SkTLlAl1NS4uP38xz+04xmXrBjlrWUOpm1SRzIeGIldorqYZAHSeHEVVJDwuldZ6T95zQITeLlTsZRcpy/YmM/4jSWJcVCNiRiQHz73RTY3XwfL2QKmbIsjgsvOWUO938dNn9qPpQrhTroxfAlIk0mv9smSh6SYj4ThndtTlPUeE3i5MUlohtzN32K7HqYhxUYUIR2QcpwYjvHmgj8vOW4wlcrqXFQ5V5urzF3NqMMIzO8QacbkyfgkIJHxuFYdDwbTsGZKA15kVITNfy0aC8ialFWqu9xLwOuzih0ncTpmOVr8YF1WIWJoZxy9f7sShyFx4VhuRsBBGlhsrFtWyemkd217qZOOaVprqPFOfJJh3xodiet0qkiThUGU03cSyrAnr/CL0VpAZYl4fcFMfcGNZFpGYzr2fuaTErRMUCzEjkkF3X4jtb5/iknPbcWasVQvKi6vWL0aS4N+2vZ0lgBSUJ/MVNiyofMRYWZgIRySJZVn87DcH8LhUNpzZXOrmCCYh4HNy3YUdHD4R5BGR/r3sEfoPQaGIsbIwEUszSV7cdZK9R4f40GUryC5ILihHzuyo50R/mN+83s3y9gAXn91W6iYJ8pCZvnsolKA+I7OqQJCJSNO/MBGOCHByIMx//eYAZyyt48yldSJkt0K4fN0ieoai/Oev9uJyKJy/WsxklSsp/Udzs5++vtFSN0dQxgit0MJjwS/NjIQT3P/oTlwOmfdfcppwQioIRZG58bIVtDd6+f4v9vDHA32lbpJAIBAIpsmCdkT6R6J86+E3GQkl+PjmM1DlBX07KhKXQ+HDl62gtcHDvzy+m6deOYopnEmBQCCoGBbkm9eyLF59p4ev/nAHI+E4n3z/GvweR6mbJZghbqfKR65YxZkd9Tz2u0N87cevc/hEsNTNEggEAkEBLCiNSDCSYNfBAZ7/YzdHTo5yWpufD713xYQaF4LKw+lQ+MDFp3FGRx2/ffM4X//x66xeWsfl6xZx7spGaoSjKRAIBGVJ1Tkihmmy9+gQoahGNG4QjmqcGoxwvD9M16lRLKClzsOfXLmSVYtqhSakipAkidVL6jit1c+eIwPsPDjAg798B4DFzT6WNtfQVOehrsaJx6nidio4nQp1NS4WN/lK3HqBQCBYmFS0IyLLE8NsX97Tyw+SL58UdTVOWhu8XLuxg9OX1tEQcGEYtgOSL22Zqkg4ndWR1Kxa+lJoP5xOhYvPaefic9o4ORCluzdEV88oB46P8NreXsxxqfslCb7315fjcRXnccg1TivxM+YK0dbyo1j9XCj3b7qI+5KNZFVhQRXTtDDMcRk3rbHCSYKFiZT+38Ttqlr5jppAIBBUIlXpiAgEAoFAIKgMhEpTIBAIBAJByRCOiEAgEAgEgpIhHBGBQCAQCAQlQzgiAoFAIBAISoZwRAQCgUAgEJQM4YgIBAKBQCAoGcIREQgEAoFAUDKEIyIQCAQCgaBkzEuK929961sMDQ3xzW9+M2v71q1b+ed//mcaGxsBuOKKK7j99tsLvu7AQKhoJd/r670MDUWKcu35plr6Uop+NDf7Z32NYo5TqKzvV7S1OMx2nBZjjFbS/ZtPFvJ9yTdOi+6IbN++na1bt3LFFVdM2Ldnzx6+9KUv8YEPfKDYzZg21ZTyu1r6Ui39mGsq6b6Iti4cxP3LjbgvEynq0szw8DD33Xcft956a879u3fvZuvWrVx//fX87d/+LSMjI8VsjkAgEAgEgjKjqI7IP/zDP3D77bcTCARy7m9ubuYv//Iv2bZtG+3t7dx9993FbI5AIBAIBIIyo2hF7x599FEOHjzI3/3d3/H444/z2muvTdCIZDIyMsI111zDa6+9VozmCAQCgUAgKEOKphF56qmn6Ovr44YbbmBkZIRIJMI3vvEN7rzzTgBGR0f5+c9/zp/92Z8BYFkWijK9tbNiigCbm/309Y0W5drzTbX0pRT9qASxaiV9v6KtxaEcxaqVdP/mk4V8X+ZdrPrDH/4w/ffUjEjKCQHwer384Ac/YP369axbt46f/vSnXHPNNcVqjkAgKCGmZbHr4AD6gX7OWlqL1+0odZMEAkGZMC/hu5ncddddXHXVVVx99dXcf//9fOUrXyEWi7Fs2TLuvffe+W5ORbPrUD9Pv9pF/0iMplo3123sYO3KplI3SyCYwK+2H2XrC4cBOH1JLX/7sfNwiOgBQYEIW1fdFE0jMh8s5KWZXYf6efjZ/SiKjFOVSegmhmHy8WtWT3hAy70vhSKWZnJT7t9vV88oX/vR66xb1cTpHfX892/288H3LmfLpctL3bRJKff7mkk1L81Mx9ZVApU0ruaafONUZFatUJ5+tQtFkXE5FCRJwuVQUBSZp1/tKnXTBIIsfvNGN6oic/V7FrPu9GZWLArw/JvH0Q2z1E0TVADC1lU/whGpUPpHYjjV7K/Pqcr0j8RK1CKBYCLRuM6Ovb2sX92EhATA+tObGAkneHN/f4lbJ6gEhK2rfoQjUqE01bpJ6Nm/KBO6SVOtu0QtEggm8sa7fcQ1g7UrGtPbVrQHCHgdvPL2qRK2TFApCFtX/QhHpEK5bmMHhmES1wwsyyKuGRiGyXUbO0rdNIEgzc5D/dT7XTQGxl4akiSxYlEte48OoelieUYwOcLWVT/CEalQ1q5s4uPXrKbO5yQS06nzOStWvCWoTgzT5J3OIc7oqMcYJ4RcsShAXDM4eFyUdRBMjrB11c+8h+8K5o61K5vEwygoW46cGCUa11nePlEp39FagyJLvHWwjzWn1ZegdYJKQti66kbMiAgEgqKw58gAkgSLGn0T9jlVhcXNPvYdHS5BywQCQTkhHBGBQFAUDnSPsLipBoea28wsbqqhuy9ENK7Pc8sEAkE5IRwRgUAw55imxeGTQZa1+/MmylrS7MOyoPPUwkzuJBAIbIQjIhAI5pzuvhDxhMGiponLMikWNfmQJHi3SyzPCAQLGSFWrRBErQVBJXEoGQ3TWu/Je4zLodBc5+FAt3BEBPkRtq/6EY5IBZBZa8HrVhkOJ3j42f0A4oEUlCUHjwcJeB3UuFUmy+Te3uDlQPcIlmUhSdL8NVBQEQjbtzAQSzMVgKi1IKg0jvWGWNrqn9QJAWht8BKJ6wwGRbpuwUSE7VsYCEekAhC1FgSVhG6YnBwI0zLJskyK1NJNZ48QrAomImzfwkA4IhWAqLUgqCRODUYwTKug8dlc50GW7ORnAsF4hO1bGAiNSBmRT5R13cYOHn52P3HsXwMJ3RS1FgRlS3dvCID6GteUx6qKTFOth85TwWI3S1CBpGxfMGEQiWnohoksyVy0pqXUTRPMIcIRKRMKEWUJ5bigEujuC6PIEnU1zoKOb633cOTUqBCsCiawdmUTnSeD/OqVLgzTwqEoeFwKL+05xbL2gLCBVYJwRMqETFEW2KGN8eT2VJ0F8dAJKoHuvhCtDV6gMKeitcHL7iODDIfi1PvFlLsgm31dwzTWutO2ESCuGWnbKKh8hEakTBCiLEG10N0Xoq3BW/DxrcljjwrBqiAHwjZWP8IRKROEKEtQDYRjGoPBOM11hY/b5jo3kgRHTgpHRDARYRurH+GIlAnXbezAMEzimoFlWcQ1QwjXfcO2AAAgAElEQVRSBRXH8b4wAA2Bwl8STlWhMeCmUzgighwI21j9FF0j8q1vfYuhoSG++c1vZm0/ceIEd9xxBwMDAyxfvpxvf/vb+Hz561JUO7MVpIo0yIJy4FgyYqZpGo4IQEu9RyzNCNKMt2eXntPGvq5hYd+qlKI6Itu3b2fr1q1cccUVE/Z99atf5eabb+b9738///qv/8r3vvc97rjjjmI2p+yZqSBVpEEWlAvH+0J43Spel0rumru5aa338k7nEMFIgoC3sGgbQXWSy569tOcUH79mtbBnVUrRlmaGh4e57777uPXWWyfs0zSNHTt2cO211wJw44038vTTTxerKVWPSIMsKBeO9YVob/ROywmBsQyrXT2huW+UoKIQ9mzhUbQZkX/4h3/g9ttv5+TJkxP2DQ0NUVNTg6raH9/c3ExPT8+0P6OxsWbW7ZyM5mZ/Ua8/VwyGEvg9alYOBlWRGAol0n2olL5MRSX2o9jjFMrjvpimxYn+CBvPbqOuLn/UTK59Lo8TOEjPSIwry6AvKcrhvs4HxRqjM7l/hdizSqda+jFXFMURefTRR2lvb+fiiy/m8ccfn7A/V+KimSQyGhgIYZrT/e1VGM3Nfvr6KmPNuqHGyXA4MSHOvr7GSV/faEX1ZTJK0Y+5MBjFHKdQPmO1bzhKNK4T8DgYHo7kPKauzpt/X42TvYcHyqIvUD73tRBmO06LMUZnev+msmeVTiWNq7km3zgtytLMU089xUsvvcQNN9zAAw88wG9/+1u+8Y1vpPc3NDQwOjqKYRgA9PX10dIiUvbOFKEqF5QD3X32skpDYOrU7rloqfOkxa6ChYuwZwuPosyI/PCHP0z//fHHH+e1117jzjvvTG9zOBxccMEFPPXUU1x//fX84he/4LLLLitGUyqebS8e5pkd3cQSOm6nyuYNS9iyaUXWMSIFvKAcSNWYaZyhI9La4GV/9wjRuI7HJZI+L1RSduux5w9ysj8CWOmkdyAiBKuReX3a77rrLq666iquvvpq/vEf/5EvfelLfP/736e9vZ3vfOc789mUimDbi4fZ9nInEhKKLBHXDLa93AmQ0xkRD6OglHT3hWmqdaMqMtYMZvlbkoLVY70hVi+tm+PWCSqNuG7SWOdOF/p8+Nn9dJ4M8tKeUyJCsMoouiNy4403cuONNwJwzz33pLcvXryYn/zkJ8X++IrmmR3daScEQJHAMO3t4x0RgaDUdPeFaG/yzcgJATuEF+xU78IRWdjkq731zI5uAjXOvDW5BJWJyKxaxsQSOvI4Da8s2dsFgnJC0w1ODUamldp9PDUeBz63KjKsCvLWl4kldFF3pgoRjkgZ43aqjBeym5a9XSAoJ070R7AsaAx4ZnWdlnoPXSLD6oInX30Zt1MVdWeqEOGIlDGbNyzBwsIwLSwr+ScWmzcsKXXTBIIsUhEz003tPp7Wei8nByNo4142goVFvsiZzRuWiIiaKkT8tC4xD27bw6t7+zAtC1mS2LimmVu2nAOMCVLzRc1Uk3o8V18gOxLoo5vP5LSmwsvLC+aPY70hHKpMwOeYsUYE7BkROzFamNPaRNKnhcr4SEC3Q0Z1KDz35nFicQPNsB1VRYZ6v5ufPrOfptquiraB02W8zTyzo65i6/EIR6SEPLhtD9vf6U3/27Ss5L/3ZDkjuYSp1VRfJldfHvrVXpAku25Jctu/P76Lj129quL6txA4nkrtPsucWJmCVeGILGxSkYAp+6DpJuGYhpmcLJOS4v2BkRhNde6KtoHTZbzN7BmKsr97mIDXScDnrLh7IZZmSsire/sAkDL+y9w+GdVUjyFXX2IJg1hcz9qmqlJF9m8hcKwvTFvD7Ger6mqcuBwynSeDc9AqQTWQsg/RhJF2QoAsp3c0olW0DZwu421mNK4jIRFNGBX5PhCOSAkx8/x8zLc9k3yq8kpUj+fqi2FaGGa2TsDlUCqyf9VOMJwgGE7QXDc7oSrYpR5a6r0cFYJVQZKUfdCTuqHMH20AFqAnl2oq1QZOl/E2UzdMZIn0PYLKuhfCESkhcp76Ovm2Z5JPVV6J6vFcfVFkCUXOHp5xzajI/lU7KaFq4yyFqila6jwc7wsXtT6PoHJI2Qc1+eK1kv+lkABVsfdVqg2cLuNtpqrImBbpewSVdS+EI1JCNq5pBsYeLGvc9smopnoMufridiq4XWrWNl23KrJ/1U53XxiABv/MUruPp7XeQ0I36RnKXRxPsLBI2QePUyHzt0nm7zW/11HRNnC6jLeZHpeKhYXHqVTk+0CIVUvILVvOYWj0DfYdG0lvO3NpLRvPbuPe/3rTVos7FbAsYpqZpYSupvoyufrysatWTdgmombKk+7eEAGvA49LxZiDWYxUXZEjJ4O0N/pmfT1BZbN2ZRNPv3I0y04CqLJMwKvicTuIJQzqfM6KtYHTZbzNbK33cPm6dhE1I5g+uw71MzAap63Rm66ncGIgwkNP7cPrVpEkODkQBiTq/ROV0NVUXyZfXzK3LeTy2eVMKrX7XDghYC/xOB0yB7pHuOSc9jm5pqByeXDbnglOCMAFZzSlowsXIrls5pYStWW2iKWZEjJVtMhoREOSZCQJRqN6xSmhBdWPaVoc75+biJkUsizR3ujj0HEROSOYXXShoDIoeEbkjTfeYHBwECsjomPz5s1FadRCoX8khted/RXYvyrte2wroSUsa0wNXUlKaEH10zscRSuCKG5Ro49X3jmVTuQnWLjMJrpQUBkU9ITfddddvPDCCyxbtiy9TZIk4YjMkqZaOwlPqpIkkKy0a/v8qiKjG/bDllJDV5ISWlD9dPfaETMNgbkRqqZY1GQnR+s8NcqZHfVzem1BZSFLUk6no5DoQkFlUJAjsn37dp599lncbvECnEuu29jBw8/uJw5pjYjbqYAkEdcM/F4Hg8EYIOH3qBWnhBZUP919ISQJ6mvmfkYE4ODxEeGILHA2rmlm+zu9jHdFCokuFFQGBTkiTU1NwgkpgKlqv6T2n+gPoxsWiiJR63WAJBGJ6TmjRdobfemomUpRhVdTDRzB5BzrDdFa70WWpTnN++FxqTQEXBzsnihSFFQn+exGa4MXWSJdiVwCLjqrZcEJVavZrk7qiDzzzDMALFu2jM9+9rO8733vQ1XHThFLM2NMVfsltV83LMIxDZBAt5diHKrMn25enTWoKnWAVVMNHMHUHO8Ls7jZV5TkY4safRw+EcSyLCQxDV/V5LMbr759ilf39SJJEg7ZdkYsrHSI90Kh2u3qpI7IT37yk6x//+xnP0v/XWhEssmMgAE7HXk8uX3tyqb0/tFIHEmSkx6+RTRh4Hap6eMqnanug6B6iCV0eoejrD+jOFPki5p87DkySN9wlJb6hfXiWWjksxuv7u1DkqSkdg6UZKG7Z3Z05ywGWq1Uu10tyBHZtWsXa9euzdr38ssvF69VFUiuCJjMCJfU/lQkDNhTjLpuVlUkzFT3QVA9HO+3M6o2Fkk8ndKJHDo+IhyRKief3TAtC4ecPRsmS7YTvJCodrs6aR6Rd955h7fffpsvfvGL6b+//fbb7Ny5k6985Svz1MTKYKraL+l6CcmaAGAH6apJkWq1RMJUUw0cweQcS0XM1MxtxEyKplo3LofCvq7holxfUD7ksxt2xEz2sabFggvprna7Oum3+bOf/YyXXnqJ3t5ePvvZz46dpKpcc801U178u9/9Lr/+9a+RJImbbrqJT37yk1n7/+Vf/oWf//znBAIBAD7ykY/w8Y9/fCb9KDm5ImAyI1xS+z0ulaHRePo83TA4NRChZzDCrd/+HQGfE2CCGKlShEpT3QdB9XCsJ4THpeL3OOYsq2omsiyxtMXH3qNDc35tQXmRy26MjMaQpFQl7uzxZZgm9/7Xm2VrB+eaarerkzoiX/va1wC47777uP3226d14ddee41XXnmFbdu2oes673vf+7j88stZsWJsXW/Pnj185zvfYf369TNoenkxVe2X1J8/eXpfzvMty/Zw+0di1PocWWIkoGKEStVUA0cwOcd6Qyxu8hU1sVRHi5+Dx48zGIzRMEfVfQXlx3i7YZkmMc1kQsxukoRm0jMULVs7ONdUu12d1BHZsWMHAJs2bUr/PZMNGzbkPffCCy/kxz/+Maqq0tPTg2EYeL3Z67x79uzh3//93zl+/DgbNmzgi1/8Ii5XcaZ554Opar+sXdlENGEmS9xLE6baUoxGNOr87rQYCagooVI11cAR5Ma0LI71hrjwrFaKmeCyo9UPwN6jQ1x6rqg7U81k2o3P3vcCsiRh5BlcFhCN69T5XWVrB+eaararkzoid999NwDRaJQTJ06watUqVFVl//79rFy5kieeeGLSizscDh544AEeeughrrvuOlpbW9P7wuEwa9as4Y477uC0007jS1/6Et/73vemNfPS2FhT8LEzobnZP+fXjGkGqkzecEQJew3UocqoisRQKIEF+D1q1jmpfYW2sRh9KQWV2I9ij1OY//tyoj9EXDM4rT1AXd30hKTTOT5Q68HrVjlwIsgHr1o93WbOmkocbzOhWGN0pvcvZSeN3L/VANANC59bnZYdLBcqrb3FZlJH5MknnwTgtttu49577+X8888H4O233+bf/u3fCvqAz3/+89xyyy3ceuutPPLII3z0ox8FwOfz8eCDD6aP+9SnPsWdd945LUdkYCBUlPwFULxKr26HQlwzUOT8nr4sgaabxDWD+hpbMzI+FXxqXyFtrJaqtaXox1wYjGKOUyjNfdm5rxcAr1NheDhS8Hl1dd5pHQ+wtLmG3Qf76e0Nzms+kUp6bmY7TosxRmdz/7wulWh88sgYVZEIx/SC7WC5UEnjaq7JN04Lqr575MiRtBMCcPbZZ3P06NFJzzl06BB79+4FwOPxsHnzZt599930/hMnTvDYY4+l/21ZVlaytGpl84YlWNjiKzmPTfV7HVnp3K/b2IFh2I6JZVki1bug5HT1hpAlKe0oF5OO1hqGRuP0DUeL/lmC0qObJtdfchoet0o+t1PCzr4r7GB1UNCb3+128/jjj3PDDTdgWRaPPvpoOtIlH93d3TzwwAPpJGjPPfccH/7wh7Ou+U//9E9s3LiRJUuW8PDDDxcUiVPO5Ips6TwZ5Jkd3ekqops3LGH14lr2HcudulqWbI2Iplts3rAkfX4kriNLEm6nTEervyChUqo9g6EEDTXO9AM7Ps384iZfVQmfBMXnWM8orQ0eJEnKqshdDDJ1IiKfSPVjmrB2VROxhM7r7/bTMxiZoKezgKHROC6HzGO/O8RPn9lfFgLOmUQ3Zp7jdirpkh7l0J/5oiBH5J577uGOO+7g7//+75EkibPPPpt//ud/nvScyy+/nF27dvHBD34QRVHYvHkz73//+7nlllv4/Oc/z7nnnsvdd9/NZz7zGTRN4/zzz58Q3ltJ5ErB++9P7CGm2bHwimwXsvvFi52Andrdsqx0jLzXZS/ZgES934mqKvx6xzFiCQNZknAodjx9TDM4s6OuoMGdao/fY7fnoV/thWRbMtPMnxqMLBj1uWBuONYXYkV7oKhLTika/C5qPA7e7hzk8vMWF/3zBGWABRvWtBFLGCR0E003CYbj6WrkKeKaSXdfmOY6d8mjCWeShj3zHEmCkwNhUu+AUvdnPinIEVm1ahVbt25leNhOLFRXV1fQxT/3uc/xuc99Lmtbpi7k2muv5dprry20rWVNrhS8Mc3EskBRMtMT2w+SIktoGQ9VJG6gKjJgMRrVaWtwEksYOc4vLL1xZnskScLlUBhMZuGTZamq08wLiksoqjEYjHPx2fMzOyFJEqe11rC3cwjTskT59wXE82+eIKYZ+DwOmuo8ROM6o+HEhCRnoxGN1gZvSaMJZ5KGPfOcnlG7/EfmO6CcoyPnkkkdkXvuuYe77rqLW2+9Nef+QgWrC4FcKXinmrFO7ZcYE6lalp32Pd/5haY3ztUe2wmyMC2pqtPMC4pLKqNqsVK752JZW4C3O4c41hPitDYRcbBQsGeJIRzViMY0/D4nLQ1eguEEkdiYHdST4TWltGMzScOeeU6q/EfmO2Ch2OVJHZGLL74YoGpmLYpJU617QmSLJE3ujKT2pw5JefmqKuc9v9D0xrnaYxeOkpBlCd2wxbLVmGZeUFyO9diK/wb/fDoitvOx+/CAcEQWEPbMsu2MmBaMhBKEozp1fic+t4PhUBwtWToDSpv2PJfNnao9meeoipxeekq9AxaKXZ40auaqq64C4IUXXsDj8XDdddfxoQ99KP2fYIxckS1uh5xOUWxZ2WmKDdPKUoR7XQqWZS/l+D2qfb5TmXC+hS1inVF7nApul4rHpWJZZvJ64HEqQn0uKJjOU6PU1TjxuJSpD54jfB4HLfUedh8emLfPFMw/T71ylO9t3c3uwwMYpsWmtW0TjtENk/7hGKGoRkPATZ3fRa3PWfJowplEN2ae4/c6JrwDFopdVr5SQPW6RCLBs88+yze/+U3eeustDMNg8eLFOJ3FD92bjGg0UbSsjj6fi0gkUfDxrQ1eWus9dPeGGAknaPC7+NjVp9NW7+HoqRCabuJ2qrz/4g7qa5x090UwLXtpRJbs5DwOVSbgcyJJUt7z33dRR0HlrzPbE4xo1Nc4+ZMrV7H+9CZODUQIhhNohmWnltdM1q5o4H0XL8t5rW0vHub/+fluHn/hEM/sOIZuGJzRUV/wvZkrpvudzNVnzpZijlOY//vy2O8Osbi5hpWLaqd9rtvtIBbTZvS5w6E473QOcc0FS3GoBWUemBWlGG8zZbbjtBhjdCb376Ff7eXwiSC7Dw/yx/19LGuvxa1K9A5PXJ7QDZNoTKOp1k3A56Te7+T6S5eXTE8x/h3gVGVUWeLNA/388UAffq+D1gZv1n3JPCcS06n3uzBMk5GQRiiqYRgmpmHy3BvdPPHikazrVCL5xqlkTSP2TtM0nn76ab7zne8wMDDArl275qyBM6ESE5plqqQNw2QwGCMzUsYwTD5+zeo5fZjG92Xbi4fZ9nInElJSsAoWFlsuWTbByZnOscVGJDTLzXzel3BM43P3/4H/vbGDc1c0Tvv8mSQ0S3H01Cj//fxB/u8/Wcu6eXjZVFLiqWpJaNbdG+Kx3x9i96GBrDIzbqeSzq80GtGo8Tio8TjQDLv42w2blnPOiiZqPA5cDrmojn8hZNr5zCJ1H79mNVdftDzvfRlvbw3Tjqz0uhSa6jxZ16lEAeusEpq99tpr3Hfffdx88818+9vf5sILL+See+6Z0wYuFDJV0qMRDUmyl29Gozouh4KiyOn6MsXimR3dSNhhvFIynFdC4pkd3bM6VlD9dJ60DWgpfpEtbvahKhK7DonlmWplSUsNf/mhc/nrj67jorNaSQVIxRIGfcMxRiMaWBBN6EiShFO1beYLb50goRkMjcYYCSeKWoixEHJFLRZi28fb21QvogljWtepNAoK3/3EJz5Bc3Mzn/nMZ/jIRz6yIDKgTkVCN5FlUOXpTRGXg0o6ltCTwtUx8kXjTOdYQfVz5GQQoCQCOlWR6Wjx8/aRwXn/bMH80lTrYcum5ew9OohpQTimY5pWeqZD1y0iMR2PS8GhyAyNxgFb3B+J6cQTBj6vA49DpRTR3jOJoIGJ9jbV30y/qhojaQp6i77wwgvcdttt7Nixg2uvvZbPfOYzPPzww8VuW1kTjesMjMToD0YJxzQ0wyxoOrCp1p3OEqgqcnKpY35V0m6nOiEOP180znSOFVQ/R04Gaan3zItGIxfL2vz0DkUZGBHp3hcCjQE3LqdCa72Her8ry6kYDsXpGYoyEk4Q8GXrFQ3TIhhKMDAaTYYAz+8MSaadT1GIbR9vb1P9zex3NUbSFGRNWlpa+PCHP8yXv/xl/uqv/oqjR49y//33F7tt5Y2VyvlhMRrRGAzG6B+JEgwnSGgGFlZOT7wcVNKZ9W6misaZzrGC6ufIySAdrX4MozRT38vb7dISe8SsyILgvesWYRgmmmHidirUeOwfQGoyyaNp2jMjx/vDPPHiEfrH1SPSdYvh0ThDowkSujlvsyMzrQ823t6mmutxKlVdZ6ygn7Xf/e53+cMf/sCpU6e48sor+eIXv8gll1xS7LaVNQdODPP09qMMjcap97t477pFAPxh5wmC4QQup2LXcpFlZBkuOaeN6zaextqVTVn1ZxyqTI1bBSTqfM5Z1xbIVevg6nECoZTINNUGWbKzVz7xUifbXjqKyyFxWluA6zZ2ZB0bTehISLgcMq+/28fr+3oJRrQJNWuAaddbEJQ/Q6NxhkMJFjX6StaGhoALv9fBrkMDIt17FfPusSF+8cJhhsPZEVYOVcLrUkhoBooELqeCpltohsmr7/Tw2js9nNFRz6Vr21jRHkjrLOKaQUI3cDtV/B4VeZpL6oWSaX8ty2IoGEE37ejIVALA1/f28N/P7ON4fxjDsFAViUVJ27ll0wp6BiO8urcPzbR/zDpViWjcoKsnhFOVed9F1WdPC3JEwuEwX/rSl3jPe94zoQz3L3/5Sz7wgQ8UpXHlyp4jA/z61S6CUQ23SyUY1Xjsd4dAkvC47AQ8/UF7zVIC3C6FZ1/vBiyWtvrZeaifpno3WMypCjpfrYPaWi+nNWWLC7dsWsGWTSvSKm2S668WFtGExbHeULrOwZZNK1jWHsiK9jk5ELaPt+yU8amaNal6Nl63WnC9BUFl0JnUhzTXl25aWJIklrX52dc1jGGaKEV6oQhKx8HuYX61/SjhuDFhn6ZbGIZBrc+BkowyvOG9HYyENLa/fYqh0Tj7uobY1zVEe6OXS89tZ+3KRlTFjqSJxnXimoEvaZ+kvPV9p8/4ujEDI3EswM61JjE0GuPft72N26liWRaRuA4WxDWLnqEoDz+7n86TQQ6eCNLS4EHXDQaDcRK6nXxSkSUM0+K3bx5nWXugquxpQU/xnXfeyQUXXDDBCQH4z//8zzlvVLnz7I5jKLKt2E4ptxOaQSKh41QVwtExIaeFLUQdCcXZ9uJRnnyxE9OSCHidNNZ6aKn3EKhx8vwfj8+6XfmU2o//7mDec1Iq7dREe+objsb1LHV2rmif1FqmHUljK7tjCYNYXJ+2WlxQ/hw+GUSWJBrnMaNqLpa3B4jGdTpPhkraDkFx+J9XjxLXTOr8LtoavdTVuCZkrA7FjXTEzKtv97BpbTt//dHzuPl/nc5pyWrNJwciPPa7Q/zTf/2R377ZTShqz66Ypr2cPjASI5rQ50w9Mt5GpjCtpI2UZGIJg0hMt6NgGNuesrfP7Ogeu0ZUT9tYuwSIhCTZEUTVZk9nrTgsdgnwcmRgJEZdIDsxS2bW1Fx3RJbs6cG+4Shul8pg0ETCFqmqisRIOEE4puFQFRyqNCNPPZ9Su3cwf96GlErbMMn6RNPKVmfnivbJ7GuqZk2uO1CNKu+FyOETQRY1+ZBlaV6q7uYj9aLZfXiAlYsDJWuHoDj0DNpaO8L2i9rjUgnUOJEliWhcR9N04pptazIjZhRZ4pwVjZyzopFjvSFe2n2SPYcHGI1q/Ob1bn73x+OsP72ZS85to7Xei25Ydsp4RcPnceCZpQB/vI1MPSGpV6QsgW6N1cVJBcfYCS3tel+xhE6Tajv6KXsqkV2XzDCtqrOns57XzDVLUs1YloXbpRAMJTAMM+2IKbKUDrvKdUdMy66bUO93oSUHogVouslIOIGMXUFyKBiz4+WjGgnNzHJwpiKfUrtlkpwPKZW2JGW7D7KUrc7OFe2T2ddU5I99H7KHVTWqvBcaumFy6MQIyxf5S+qEAHhcKu0NXvYcEflEqpGmWndaVGqYFqGoRl9GpFSd3017sw+fx4EF1PsnZutc2lLDx64+nb/9P+u5bF077qRmb8e+Xr776C5++NRe9h8bxrKstEPSPxwlHNexZjhHMt5Gpmxjqi8pO6sqMqoqZ9UYUxU76ZnbqY5dIxmZZmVcw17qkarOnooF1mmy7+gQh0+M0t0XpmcoyqmBCD2Ddrp2JIlgOI7bmTGNCOmaLpvWtqVV4AndVlMndFsFnRK7WthTh+GoxuBoLB0iHIwkiGkGumnmfUzyKbVvvGJV3v6kVNqZDgXYxj5TnZ0r2kfOMBapmjWpejbTVYsLypuunhAJzWRJc02pmwLAsnY/nSeDRGaYLl5Qvly3sSPLhqbQDYtgOEHvUBRDNzFNk1qfgy2bVuB0KDkjYupqXFy38TS++PHzuf6SZTQG7Bf4ge4R/t//2cd3H9vFjn29aLqJblqMhhMMDMeIzGDJZryNTJHKkGpZduSP163aUTCMbU/Z280bloxdw6OmbawEmJat43M7laqzpyIZxDRprvewpNlHd18YID2YSP6pjZuRsLCn1RQZXtp9ioRhYCQ1WG6HzKImH+9dtyhv7RbTsjB10HWdSExHkuy1Qocq43QoOFQZR1IclRIvjY9YuWBNa96Uwpkq7ZQb4lDsXxSpaJcHt+3h1b196WyFLoe9hhlJiskM0xZTtTV4RdRMlbL/2DAA7WVS42JZW4Dtb/ewr2uY81c3l7o5gjlk7comPr3lbH7y63cZDMYnOASGaXFqMIrXpbF5wxLWrmxEkmwhazShE4/r6R9HKVwOhYvPaWPjWa282zXEi7tPceRkkN6hKFtfOMyvX+ti41mtXHRWK36vk2AoQUTV8Lmnt2Tjcij0DEYACZ9HJZYwkhV1LVQ5NRsiEQxpmKaVzKIKkZgdfbjtpU5k2U5yKUsS9TVOJFlmJBQHJNoa3Nx05aqqs6dCIzJNmmo93P3nG+kbinJ8IMzAiD1rcejECEdOBjGTtQHGY5i2mDOTmGYyGtU4cnKU0YhdSbKp1o3f68i75GVZYFgWRlIYKiVDb1VFxqHKnHFaPWcva0grt6f6enYd6k+rtDNrImQ6Idvf6c06J7U+m4lpQX2NM/2AVNuDstDZf2yYlnoPLqdSshwimSxq8uF0yOw6NCAckSpk7com/ukvbQ6EO38AACAASURBVBuSywYBGKbJS3tOpSNIVEXCn6pBo5vEEjqxhJG1lCjLEmuWNbBmWQMn+sO8tPskuw4NEInpPP/mcV546wTrVjVx6blttDf60hoSr9uB26mktXHjyYyYaW/yEQwnCEYS1PpcqIrEYDCWnHe2GByJAxZNtW50w2I4FLdfECRnxA07bDfgcyIrUsXWlZkOs3ZErr/++rloR8XhdCi0NXhpS/5C3H9siDq/C6eqYFoWhmExGIwmp9JUO1QrB33DMfqGT2RfW5VpCLhpDLhprLWdk3xOih1Ca5EwDRKaQThqrycqKefEIeOLaZiWhZL0tDPJVHqD7dHHk9vXrmxKzpRk617GR9iktr26t49btkzzRgrKHtOyONA9zLkrG8vCCQF7nfy0Vjvdu2VZC06rtpBI2aDxxDUzHZGX+aKWsG2oU3VS47GXh6NxA003suzfoiYff3LlKq69sINXkjlIInGdN/f38eb+PlYsCrDp3HZWd9ShhxOEorZw1utSJujgxttROyrGFtcCSJIMWISiOqosYyGlI2usZBX2pJ9ikww1rvO7JvSvGpnUEZnKyXjyySf58z//8zltUKUyNBrH7bJvpyxJyOrYS7/O75rgiCiyPQBNyw5HHAjGbKU4trjz1GCEUzmiXRyqbDsokzgplgW6ZaGbBjHNwDEaZ3gkhpwhlFIVGVmS0AyTBr8rrU2xP0NKt8XhkMEiOdNjJw7J9y4qdaEpQXE42R8mHNNZ2lIe+pAUy9r8HOgeoXc4Smt9eSwZCeaeyezKVBF5siThcap4XSq6YRLXTKJx3Y5qSV424HOyecNSrly/mD8e6OOl3afoG45y+ESQwyeCNNW6ueTcNs4/vRnTtIjGdTwuNV3nxrImRizqupmOhkm1I5V3SZKSUYbG2Myylf7fmD+SiqSptgiZXEzqiHz5y1+er3ZUPPV+F8GohlMdE1llFi/KdHbBHpiGZeF2KNxy/VkAJJIJbFLLPQPBGP3JP1OOgTYDJ0V22EIoU5LQDQOSS0QS4FAkRqMaHqeKlIxTlySJtuS0ZI3bgSSnYtildCw7jD086dXYZII2KUNglY+sZSMpdZ3cS0mqIuWdEhUUn5Q+pK1M9CEplrWNpXsXjkj1IktSXmek0Ig8W6cn43XJeF0KukFaT6Knf4DJXLimlQvObOHAsWFe2n2Kg8dH6B+Jse3FTp7dcYwL17Ry0dltydTytr33ulWWttTQMxTFodp2SlVldN1M12TSk7/eUnbPwv5RaO8z0jMiqX0SY5E01RYhk4tJHZELL7ww/ffh4WGi0ahdb8Qw6OqaOqHKd7/7XX79618jSRI33XQTn/zkJ7P27927l7vuuotwOMwFF1zAV7/61Yqt7PvedYvY9tIREtix7Zph4nQoIEkkdAOvWyUcs2dF0ipq7EiaFE41e7knk3xOymDQLnsN03NSGmvtv5+7oolnX+8iGtfT7TYMk0vObiOa0Fna7OWtQ/nreqS8e4DzVjYwFIxN7oFMhTVu6UeyZ5Rc6kQVvWB+2N89Ql2Nkxq3ijFRHlQy6v0u6mqc7Dk8wNXni9pH1crGNc05NSIuhzzDiDwJVQG/x4Hf4yChGUTiOgnNxLQsZEnijI56zuio59RghJf3nOKtA31E4wa/f+sEf9h5knNXNnDpue0saa4hrhlcuKaF3+88gWHay/Iep0JQN/C41LRGBCRqPCqRmF2Ez++1NSJxzUj+Cstq4oTIxWqm4Foz//Ef/wGAoihomsaqVat48skn857z2muv8corr7Bt2zZ0Xed973sfl19+OStWrEgfc8cdd/D1r3+d8847jzvvvJNHHnmEm2++eZZdKi67DvXz3BvdDIcS9A1FURSJ1noP7123iC2XLucPO0+k68+8/6LT2Hmgj52HBrPGWEo75VDsJFGLm4fyRs282zWUdc33rluEbhjsPjRATLM9aZcq0VznYdXSOrp7Qxw5MYox7hfEZE6KPeNgoOljocE/evpd3A4Jt1NFkchajpEAj8uOmkl9zLqVDZy7qpkHn3ybnqEoRrL+TOre5OpfZt+cDhmQSGhGup9ndNTPd9FMwTgsy+LdriFWLKotKyckxbK2AHuPDqEbZvoXpqCySdVrSdViSWi59XWKLHPpOW2z1k84HUq6NlhcM4jENQzDDpVta/By42Ur2LxhKa++08Mr7/QQjmrsPDjAzoMD6bTrAKoMbpcDn8eBw6Hgcaq2EDU1xWFZjEbG+tI3bC+5yBIoCmgZsQyyJDESSmBaFg88thunQ6Ip4AZJIpYwJkQj5qoxVkm6koIckSeeeILnn3+eb37zm3zhC1/glVde4fe///2k51x44YX8+Mc/RlVVenp6MAwDr3fsl/7x48eJxWKcd955ANx444088MADZe2IpJTRqeRfCd0AHfqDMba9dIQtly7nL64/O338b984xs7Dg7Z4NCkUlZI/81OrNkPhOL/a3okkweql2S/rd7uG2PbSERRFTte0+f+eO5AVtWIBcd1icDTO9j2niGv22qQskTN6J4XLoSTLY5MOLxtPTLOIaRPzNKT0JHU1Dm7YtIIzOurTbdUNO4TOXuTMuDeQ5Yxk9g2s9ENZW+MkGNVyniOYf070hxkOJdJVb8uNZW1+3jrYz+ETQVYvrSt1cwSzJGVjNd0kEtfziqO9LplAjTMramY2WMk07F6XrSdJ6Ga6Lo1pWtR4HFz9niVcft4idh7s57dvdDMUSmQlnNRNCEU1QlENl8Nesgn4XEQTOpGoNiHZZArTAjPphDgUCc2wsq5rWhaxhMXx/giyDA0Bd1YNLyBnjTGonOjFghyRhoYGWlpaWLFiBfv27eODH/wgDz744JTnORwOHnjgAR566CGuu+46Wltb0/t6e3tpbh4Lu2tubqanp2cGXZg/UsrocEyj1udkUZMvudYn4fe6OHBsmI1n20stkgSHT46yqMmHIktp5yEV7qzKkp1RT5UI+Fzs6xrmorPasFLaCcvi3WPDtDXVjAlbDXvaz+W0MJNLO1YyQieVkAfsB0qbJLpBTi6nfPVTFzIQtJd6Mgd1IcQ0k5hm8rPfHOD0JXV094UwTNMOUbbsz7CwvfeAz8kfdp7Icir+sPMEiiLjVBX6wom0gxaO6TTVekgkjxGOSGnZc8RellvSUrqKu5NxWqsfSbILUQpHpPJJ2dhgRJt0hTcSN2muz47wm0tSUTemZZHQTSJRDS056/aeM1p4891ehkKJvOfHNYO4ZiBLcTxuB3XJgIBIVCMa1/P+SLSjv7J3prbYOTNlRiMarQ3edN+BSSMfK4GCHBFVVenq6mLFihW8/vrrbNq0iXg8XtAHfP7zn+eWW27h1ltv5ZFHHuGjH/0oAKZpjgtDnX4IXmNjcVX8zc3+rH8PhhL4PSr9w3ZmP5CwLBPdhI5Wmb7hKEsXjRnDzlOjqLI9eOKakSXQtAeNhWHafz8yEmPxomxDeuTkKAGfA2Q7J4gs2y92RZbsireALMuoblvMqchyco3TLoxkmBa6YdpOSoZKXJEhrhu0tvhpbbH7OF1HJEVCN3m7c6KGxEwqWQ3TIp4w6Inr9IcStNR7qa1xMhzR8LnswnhmqnaNRLostiIrjEQ0Ghp81NU48XmcOb+TSqDY4xSKd18OHA+yuLmG9pbAnKV2r6ubW2FpR2uAd44O8+ki3INKHG8zoVhjdLr3L9PGyjleypk4knW6hkKJon9PlmXbsWhcJ5rQGYnmXi4aj2lBOKoRHjdLEkvYCSrjWnZuqfHvwPQ/M2y3blhZfbcAv0fNOne+7stcUZAj8ulPf5ovf/nLfP/73+f+++/nF7/4BVdcccWk5xw6dIhEIsGaNWvweDxs3ryZd999N72/ra2Nvr6x+PD+/n5aWlqm1fiBgVDR6l40N/snZCNtqHEyHE6gJNXMtprb/tLDMZ36GmfWOe7k8ociWxOSi1mWNem5YCcIGw4nsipPxhJ6eoknFX9ukZqBsAey16lgYq8zOh0KPo8DNemk6IaJrtsF9wYHw+nrTv7I58bvdeBQZFYurmX34QESmpHT00/Fy3/nv94EbAMiAaGILdBFGltnVRQJ3bBT39d6HQwOhrF0nUgonvM7KTZz8SAXc5xC7rE6FyQ0g92H+rnknLassTIb6uq8DA/nL8I4E5Y0e3l59ykOHx3A73XO2XVLMd5mymzHaTHG6EzuX6aNNaYQJWm6nQo9l+0sJrJpcfriAHt1M50RtRCyZknGFfKLxFIhxdnXSucYSWKY9jsjs+/AhPdEKe5LIeQbpwWpu6688kp+9KMf4fV6eeKJJ/jBD37A1772tUnP6e7u5u///u9JJBIkEgmee+453vOe96T3L168GJfLxRtvvAHYOpTLLrus0P6UhFQtgXx1Asarm1N1XFIp0DOZ6tzMz8us2+J2JmsqjEXMAuB1q7idCpZlEU0YxBM6oajG8GicvqEoJwfCdlGnqIaFxbUbO2jwu/H7nLgdChvPasGpyhPqNeSbo/I4FVRF4vpLl/Ghy1bw0atWUVvjpMajpiNpJOycJKoiZcXYa7pJQjdJaCahqC0MM5M5VTTdomcwwkgojtftYMe+3nR1TcH8sr97GE03WdZe3r+qlrcFsIC9R4dL3RTBLBlvY/Phdcklq2OlyBKXnNOGyyHTVOehIeDOcgKmwrQgHNOThfxsbVxjrZuWeg8+t21XM8nKcmCZ+L2OrL7nqzFWSdE2yle+8pWvTHVQOBzm/vvv51vf+hZbt27FsizWr1+PouS/+cuWLaO3t5evf/3rPProo2zatIk//dM/5ZZbbmH58uW0trZy/vnnc/fdd/PQQw9RX1/P3/zN30x6zfFEo4kpU5jPFJ/PRSSSvQbY2uCltd7DqcEIoUgC3UgJoiWuXL+Iy85bnHW8HfVhcfRUyE5O45Cp8zlQVTuZmNup0N5oq7JzreWlPq+7N8RIOEGD38XHrj4dybKFS5ldVxWZazcs5cyOuvTnKYqUJVq1LNsBcqoKB7pHePrVLv7w1nH2dA6iaQaSbGtdvG413UZ7Cc1++Mykd+5ySCxq8rF5Q0daw9FU66Gp1s3ASIyEZs8WuZwKtT4XXpeCBLQ1eLhs3SIuOLOFxc0+JAkiMX1ChWHLAtOE3uEo+44O8eo7PVy7sYOaHN9JsfH5Jlb2nC7FHKeQe6zOBb998zhHe0bZfMHSObum2+0gNseF6nxuB28e6ENVZdafPnfp3ot1X4vBbMdpMcboTO5fpo2NJQxUWcYYV+jT45TxeZw0+F15bedcsetQPz96eh9PvHiEPx7ow+91JNtot/PVd06h6yZ+nxOvx2Enk5xGeJlpWZimSVPARTCsYUmSbTPdKrIsYxq2BMDllGmr9+D3OonEdKJxA9Oy6B2KsmpJLWtXNma9J4p9X2ZKvnEqWQUUi7n99tuRZZmbbroJy7J45JFHCAQC3H333XPe0Okw30szKTLrCmTWZ5mPmgCZqvLRqJbOKhZI1jRItSF1XKpiJdiDPhlFhiTbDlQqUZAsSdT7naiqQkIzcTlsVbrXqRJN6IRjGte8ZymrlhQuCMyMjMnMUbLl0uUTRKiabqaFs6k8KQNBO0/K6o46Pn392f8/e28eJcdZ3f1/aum9e/ZV68jaZUneJBtv2ATbMSix8XLegE3YXsIS55BDCIYfyY8sBwI4BN5fQkKAmPAGZDBJMBaOsSVbYFuSLdnyImuXRhrNaPa9e3qv5fdHdbd6ZnpmemZ6nXk+5/jI011ddav66Vu3nud+76WhoUIszWQgX0sI/++/HcTrtvG+m1bl7CaVj6UZgCf3nad3OMQ/PHRjzsq9i6WZ+ZGL61cKvnaqYx9pHeB7u44RTjT/dNgVfG6bJb0Nxoim9RaTIKUQTBU3Aza2VHPjlmZamnyc7hhJ+UuPQ0VRrePuuL6Fy1tqin49csFU4zSrHJHjx4/z7LPPpv5+xzvewY4dO3JjWRkyU3+WQhw7mVUuyxKGKU3qS5DcLhCKIsuS1UZaM7Hia2vGwa5KGFriRyFDIKzRVGNnaDTCGJa+PhLVrQ6/qsLb54fYvqmRWNwgFtfQ9enLL6crY8DKB5lKDWNT5SmLuVVXOEQvkQIz5I/QORBkx/Ur8zqbkytamn2c6hiheyjEktrSVPgIZk8p+Nqpjv3MwXYiaVWqozGdaMxaPq/02DHcJoFg3MoLkSUkTJbUebhmUxN7X21nZCzG8bZhjrcNs7TOQ0yztrOrCnHdJK7r+IMxntp/nsYaF067ysvHe6nw2pGw8kTKUSGTiawCkYaGBoaGhqipsaKyUChEdfXilVVO7CsAM/c8yPWxk70MgFRPg3QbUtvpRqqGSfJ+kn5fSV9/1BI6d91IhisWcc1Kojrf5cehKjhUBcltQ9NN4rpBJKoR04xJT1Tp/XeS2BRZ5HyUAW+cGQCsOh3lQLLc+7FzQyIQWUCUgq+d6tgDo5GMQXokphOJhXE7VKp8DqusQThOOGYFFndct5KrVtdy7Pwg+9/uoaNvjM4BKxlcliQ8LgOP04YsS9gUmb7hMJpmMqbFab04QpXPicuh4nPLxDUde6z8+9FkFYg0NTVx3333ceedd6IoCs8//zx1dXV85StfAeAv//Iv82pkqVFX6ZyUpVyongDJY6uqlVUuQUJ9M74vQWo7RUY3zFTyqMl4hUy6OkxN9EWY2FkSJp9fsgCQIiu47Aq6Yent04OSTP134rpBtW/+eReC/PLmmX4aq11UeOwl03F3Oio9dmoqHBw5N8jt23OX0yIoLqXga6c6dl2lk0F/5mAEIBTVCEU13E6VSq8Tj27VVALLd25dXcfW1XW09wbY93Y3R88NYZgmgVCcsVAcl1PFbpOpSfOXFW47I2NRQhENWbbyDGUJ1i6rnLLDejmQVSCycuVKVq5cmfp7MS/LgJXZvXPPaaIwbp2uEFnKd163gh/+zwl03RhXEVXToW8oRCgc55HHXmfDiir2H+3B5VAZCUQzzoKkV/rTdBNN17nQY63pyhL4gzF8blvq/DasqOKRx16fVEbYNK1I3mm7FJRomsnv39jCL/edtwKUSJyxsIammyiSxKn24UmVVieWshfFzIpDKBLnZPsIt161tCyCkCSrmio4cm6QuKZjE72JFgTF9rWZjp30g209/tRNf7pfSShiyXN9bht2m8bXfnSInqEgsZi1tHLT1iYeuG0dh0/18cuXzqEb1v6sz4HXaeNs5yiaphOMaAyORFAVq29NJKag6wbXX97Ey0d7OHy6j0jMoNJj56atTVzeUpv365QLsgpE/uRP/oRIJMKFCxdYu3Yt0WgUl8uVb9tKluRaXNFq+0tSxsQyI1FfZCQYY//RHm7c3MS+t3vm1K5FVaSEtNZgSZ0nFdjMVEY4GZTYbRJXrKnHpsrWdTKsPkWqKqHr5rgS7plK2YsS78XjyLlBdMPksiWlWdZ9KlqafBw+3c/ZTj8bV4pxsxAopq/NdOykH4xrBnHdnLGVRjqBUJxgRMPrslHtcxKNaQRCcZ5/vTO1TSbBzcX+ID/8nxMosoTLoVDptREMa4yMxWmoVthx4yoAfvFia0oYMDIWpee3QbiVsghGsgpE3nrrLR566CFUVeVnP/sZd999N9/97ne5+uqr821fyZKcVis0zxxsx+1UGUvI4iYWIguE4lT5nESBk+0jhCIaiiKhSBLxtOqqcCnKTye5v7hu0ljjospj5+EHruaRx16fU9LYppZanjpwAUWRqPK5sKtyqkz+4VN9rF9RPaukVkH+efPMABUeO3UVzknS6lJmeYMXWZY40jooApEFRLF8baZjJ/1gUiygKHKqMGXy4VCWJaIxPeMDoGFYKsaxUAyv205TjZtAKMb+t3sSD3HWsg0k2nck0vWSpRfGwhqyhNVYT5XxOG2sX1HNv/3q2DgfKmH58Bfe7CqLQCSrgmbf+MY3+NGPfkRVVRVNTU088sgjfPWrX823bYIMDIxGsKtyqqZHOsl8EbiUVBWJaSTr48xm7dA0Jydm2dXxwyXbpLGB0QiKbCl7RoMxhvwRDMNgLKxR43MiKzLVXge2tP2LpNbiENcMjrQOcvmqmrIKQsBSea1o8HL4VN+kCpUCQS5I+sFkdWq4JBbQDSPVVmOm0Wea1tL3YGJ/lV5Hqu5TEkmSSCh+8bmsgpVg+fhAKM6QP8rF/iA9QyGGA1FsE7pP2xSpbHxoVoFIJBJhzZo1qb9vueUWdF2f5hOCfFFX6UyUl5+8Lpks9Q6XkqqcdpXkMv9sFLCSNDkxa+LsSbZJY5k+OxbWcNoV7DYZp03BME0qvXYaa6wESUmWRFJrETjZPkwkprN2WWWxTZkTG1ZUMzAaob1vrNimCBYgSV+mqnLK/ybFAooso8gSqiJP27APku04rFmOoUCMcFSj2uegtsqFPS051jCt2ef6Khdet43Gahdely3ly2OawT/+1xEiMZ1gJD4uAI/rZtn40KwCEVVVGR0dTdVyOHfuXF6NEkxNspxvUlY2MRiZWP73ju3LIDGtl/7jSP4IJpJ8xWVXxiWFzaeM8EyfvW3bMvzBGH3DYYb8EaJxHa9T5a6bLps0CyPIL6+e7MNlV2jOUM+lHFi7rBJZkjh0orQ7eQvKk+nafDgd1qyFy5FVxgNywgebmLzrqiVsW1/PWDiOz2OnymtPddy9aWsTN1+xBF030E0Tn9tGTYVVsbrCbQNISIPj9A1bbTyicQ1dN7jlyiV5uxa5JKsr9qlPfYoPfvCDDAwM8Gd/9mfs37+/6FVVFyJHWgdmTMraurqOtm4/u1+9mLFR3WgwzmgwzrI660Zysn0Ep0MhHLEa0tlVmQqPnWA4RjRuNeOT05rOAdgUWNHoG3f8+SSNzfTZqd+vndQsUJA/NN3gjdP9bF5dW7bX3OVQaWnycehEH/ffsloUwhPklLZuP/5gjGh8/AzvSCBKTYWDm7cu4WT7CLpuEInpk2aC07ESU60HxJPtI9x53Qpuv2YZu1+9iKpILKv3svmyGm7Y3AzAXTBOWfh717ewdnkVp9tH2Pd2N+e6/OiGyWgwhixJbLmshuUN+e/8nQuyKvEOcOHCBfbv349hGIyMjPDhD38Yn6+4xY6KVeI9H2RbujfTdv3DoYzZ1ooM9dVuPE6VYERL7Q9I7UPXDYb8EeBSifdSLRksuu9mJlfX5UjrAP/nP4/woTvX01SdnxmRfJV4T+ftc4P8+mA7X/7ItlShs7kgSrzPj3K6ftmwa985dh1oQ0o8AiZ9bvJhDkw8Ljsfe++GKX22fyxCKDrZWTts1gNiJr8bimoEw/EZc7a6B4Psf7ubt84Opra9el0df3Lv1nmddy6ZV/fdL3/5yzz66KNce+21/Ou//iudnZ186UtfyqmBi530csKSJOGwKSiKJX2dabupeizpBhn3l76PQCiOJFlddwNhbcrjChY+r57ow+VQaa4tz2WZJGuXVSLLEodO9BXbFMECwpqFllINQJMkiztKkkwkqk3rszMFIQDRuDGl33U7VGornXjSckMy0Vzr4f5b1/DwA1fxrquX0lDtYs3S8sj1yioQOXr0KH/913/Nc889xz333MPXvvY1Ojs7Z/6gIGuyVaVk2i5bkvtL34emW4mv6SXeC1VCWVA6xDWD188MsHV1LWb2zUNLEqddZVWTj4PHe/M6EyVYXERiWkoMkGkdwcr5MObss6fzu7Ik4XPZqK1w4bQr0wYkPred27ct57P/64qyqTKc1R3NNE1kWWb//v284x3vACwljSB3ZKtKybRdtiT3l74PNaGDTy/xXqgSyoLS4VjbEOGoxoaV2XdXLmU2r6phOBDl6PmhYpsiWCA47WpqJiRTIGCYVnuMufrsbPyuqlhqwmqvc1y5g3InqzNZsWIFf/RHf8TFixe59tpr+dznPseGDRvybduiIltVSqbtlCm+RUUm4/7S9+Fz2zBNq9CZz6XOSg0jWDgcOt6L26nSnKfckEKzZlkVHqfKb16/WGxTBAuEO7Yvw8REN8wJ9T4uqWecDnVan+12ZHbWDpuctd81TaweNBVOKrx2VLn8E7KzUs187WtfY8+ePVxzzTXYbDa2bdvG+973vnzbtqiYSVmSrqhx2mSQJEYCUTTdxO20EY7ESQ+6l9W5uf9da3jmYDvdQyHicQNVkXjmYDt3XreCB29fl9pfc60HTJNI3KDKYy9sufoE2SiGBPkhHNV4/XQ/2zc2Zl2uutRRZIktl9Vy8EQvfcMhGhZIgCUoDJn80V03XQbA06+0E9MSVVQlq/CYLEGl14nTJvOT3aepq2xP+bB0365pBjabJbVNLu/YVYlVzRWpICRTP69MSIDbruK0KVaDvYiWWoo81T7MweM9xHUTmyKXvD/NKhBxu93cfffdqb8/8IEP5M2gxcxUpYzTs67dTpWYZhAKxwGo8NrRNJ1QREKRTWoqnCiKTDQRldx53Qp+9vxZXA5rDTLZI+bB29fx8AOlUaJ/4vlN1cdGkB/eONNPTDPYtMDKol+1tp5DJ/vY/WoHH7xjfbHNEZQJ0/mjluYKKr32SerGGzc3sf9oD5pJRh+W7tunUhPN1Q/KkoTXacNlVwlG4hw5O8Cu/edxOW3U+BwMjEZK3p8unEWmBUwmpUwkqhGJ6ZbyJawhSSBJMoFQfJJCRlWlGdU4xSRbxZAgP7x8tIfaRO7QQsLntnF5SzUvHelmdKw8Sl0Lis90/miq93a/enHePmy+flCRJSrcdo63DVNb6cLtUMvGn4pApAzIlHWd7GsApPoeJHsewHiFjMM2viV6qali5tPHRjA/hgNRjl8Y5pr19WXXWyYbrtvUaHV7PtBWbFMEZcJ0/miq9yIxbd4+LFd+8GznKIoMFR57qoFeqftTEYiUAZmyrpN9DYBU34NkzwMYr5CJxsf3BSo1Vcx8+tgI5sehE72YJqxfvjDUMhOp8TnZurqWF97sonc4v4XUBAuDIeGbJgAAIABJREFU6fzRVO857eq8fViu/GBdpZPRYJxhf5RAokt7qfvTvAYi3/nOd9ixYwc7duzgkUceyfj+u971Lu6++27uvvtudu7cmU9zypZMSplkX4NoXMfnUjFNME1jUq+ZO69bgaaZc+oRUyjm08dGMD9ePtbDyiYfXpet2KbkjRs2N6HIEk+8KHpkCWZmOn801Xt3bF82bx+WKz+Y3E84phHXjLLwp9l155kDBw4cYN++fTzxxBNIksTHP/5x9uzZw+23357a5ujRo3zrW9/iqquuypcZJUWmTGyYuX9Len+ZSEzDpsp4nSrBqM7YkIaJiV2V8brsmCaTlC+VlW4e331y3DHauv18f9dxIjENp13lju3LUlnh2didy6Sn+fSxEcydzv4x2nvHeN/Nq9D1hbcsk8TrsrFtfT0vH+vld6/1s6p57mXfBQuHqfzadP7oSOsAhm4wMBLBxJLdviehqGlpruC/fnOW7oEQYNKY1jjySOsAP37mJEOB2KTPJUk/btdAEE03URJKx/T3Z6Ic/WneApH6+nq++MUvYrfbAVi9ejVdXV3jtjl69Cjf+9736OzsZPv27XzhC1/A4SiPtsWzJVNG9A+fPgmmidtlmzZL+kjrAPuP9lDhtePRVYb8EYYCsUSCqtX5wO20IctSxl4F2zY2srLu0o8ivWeCIktE43pqDX1iMFIoRctUiiFB/njleC+yJHHZkoV/Y752QyNvtQ7y0+fO8P988GrRDG+RM5Nfy+SPjrQO8MP/OUEwoqEoEqZp5eTtfaOLlkRwG9UMaqucKUXNzj2naev28+yhdsKxS8su0bjBk/vbADIGIzv3nMadUObMxeeWmz/N29LM2rVrufLKKwFoa2vj17/+Nbfcckvq/WAwyMaNG/n85z/PE088gd/v51/+5V/yZU7RmUn5km1/mWRvGEhW8rN6HISjWtaZ0ek9EyQp8S8Su1+dXPxJKFoWJoZh8vKxHjasrMauKDN/oMxx2BVu2tLM2c5RXjsletAsdubi15452E4kpqea3E3sLzOdoiaS6NYrcakqq2kifG6CvM2IJDlz5gyf/OQnefjhh2lpaUm97vF4+MEPfpD6+2Mf+xhf+tKX+OxnP5v1vmtr89viOBedV5MMjcXwudRxT2K6YSJJjCvVqyoSw2OxccdO/6ymmygyaIn8U0mSUCQTTTfxONVJn810LpG4jiozzhZFNonE9UmfzWR3JhsLRTGOOV/yPU5h9tfljVN9DPmj3HPrGioqXXmyKjNVVcUpLvbOq5fz9rkh/vO3rbz7HasmqckyUY7jbS7ka4yW6vWbi18bGothmCayJKU+l/S9w2PWkkumffYNhy/1pkm8JUlWIFIOPrcQ5DUQOXz4MJ/5zGf40pe+xI4dO8a919XVxYEDB7j//vsBq5+Nqs7OnHy2V891C+sar52RYGyc80uqXuJa+pSdTrXXPu7Y6Z9VFSsYsZpOW9fNUstIBCPapM9mOhenTUmUhr907XTDen3iZzPZncnGQlCMtuK5+OHnc5zC3K7LUy+14naq1PnsjIwUTk1SVeUu6PEm8s4rmnl871kee/o4v3dDy7TbllMb+/mO03yM0VK+fnPxazVeOyP+iBWMJF5LzkpXe60UhEz7dNoUwjHNCkZMQLrUNK/UfW6umWqc5m1ppru7m4ceeohvfvObk4IQAKfTyd///d/T0dGBaZrs3LlzXCLrQmMm5Uu2/WWSvWEg2e3R6nHgcqhZZ0an90wwzcS/mNyxfVlWdpd6BrZgeoKROK+fHmDb+oay77Q7W1Y2+li3vJKnXm5jOCCKnC1W5uLX7rxuBU67gmmCkfSbaf1lplPUOG3WrdZ6eLT2J0kIn5sgbzMijz76KNFolK9//eup197//vezd+9ePvOZz7Blyxb+9m//lk9/+tPE43GuvvpqPvrRj+bLnKIzUfmSVKq0NFdkpZo5eKyHgyf6MUxrOcfjVJBkGV03URWJxmpX1pnRyeSoibZkUs2UYwa2YHoOHe9F0w0uX1VTbFOKwq1XLuXR/znBL/ed46Pv2VhscwRFIJNf27CiimcOtid6xYxXyvzXb1vpHQolejGZmKbVX6axxsP9t64e5w8z+cqW5ooZVTPT2bbQfa5kmmbZ6vbKaWkmPUs7vUdBJpXLRNJVLrJkTQeamNx1Q8uUktt0SnmKdDaIpZnMzPa6/O2PXkXTDf7wjnXoBZ4RKfbSTJLnD1/kjTP9/N0nr6ehKnOOTDn9bsTSzPyYyj/fuLmJvW90EQzHACmV2+Fxqnxsx8Y5BQfldF1yTcGXZgTjmU8m9GxULgLBdFzsG6OtJ8A1GxoKHoSUEtdubESWJX6VkFAKFjfTKl6iGpJkVbK2ElUhEtMXtIql0IhApEDMp49AJKYhTyh7IEvW6wLBbNj3djeKLLF26cKvHTIdPreNK1bX8fLRblH6XTBtDxndMMb5XwkrN6+Ue7eUGyIQKRDz6SPgtKtMnDU1TOt1gSBbNN3g5WM9bFldiyKLn/51m8SsiMBiuh4yiiyP878mllKmlHu3lBvCGxWI+WRCz0blIhBMxZHWQQKhOFesqaV8M8Nyh9dl44o1dbxyvJeB0XCxzREUkWkVLw4V07S6nRumiWmC064saBVLoRGP1Dkgm14s6ZnQnQPBlNolmz4Cd910Gb1DIQ6e6CduWAV1rtvYkFWi6nxsFiws9h3pptJjZ0mNBz2PybPlxPb1DbxxZoBnD3Xw4O3rim2OII1C+qipVI2pHjIJ1QxIVHptuOxKQl3TPk5dI3zq3BCByDyZTS+W9D4Cyiz6CBxpHeBsl5+GGlcqo/tsl58jrQNzGuiF6h8jKB1Gx6IcaR3kXVcvFUFIGhUeO5e3VPPim138/g0tVHjsxTZJQOF9VHo/rzrVWqbZf7SHluaKcX1bknZpJuPsauv2s/9oj/Cpc0QszcyT2aph5trjIJe9BxZjL4PFzr63uzFMk00t1cU2peS4dmMjmm7w3OGOYpsiSFBoH5Xt8aZT1wifOndEIDJPZquGmYt6Zj6Km0LsT1DaGKbJC292sW55FR6nrdjmlBy1FU7WLa/i+cMXCUeFEq0UKLSPyvZ406lrhE+dOyIQmSezVcPMRT0zH8VNIfYnKG2OnR9iYDTCtg0NeS2sVs5ct6mRcFTnt292FdsUAYX3Udkebzp1jfCpc0cEIvNktmqYufY4yGXvgcXYy2Ax89s3OvG5baxsyH8X4HKlqcbNqmYfzx5qJ55sbS0oGoX2Udkebzp1jfCpc0ckq86T2fYFmEsfgbn2Hti175yVBZ7oAJne2yYS09F1DVWRWFLnERneC5ThQJS3zg7yOyJJdUau3djI43vPsv/tHm69ammxzVnUFLrfSrbHy0Zd0z0QBCQaq8fPhiRVNUNjMWq8duFz0xCBSA5Iz6rOx/Zz+Ux6fxpVttpIP7m/DaddodLroNrnSPVTED+IhctLb3VhmCaXX7Y4G9zNhhUNXpbUeXj6lQvcfEVzsc1Z9MzFT+b7eNOpa8Dys7VVl9SNSeUMXFJL+lxCVTMRsTSzQBnfn8bqk2CaVo8Ekdm9ONANgxfe6mLjympcogrvjEiJ+jwDoxFePdlXbHMEJch06pq5vicQgciCJVN/GmBSRU2R2b1webt1iOFAlGvW14sk1SxZs7SSukonT798gTJuTC7IE9Opa+b6nkAEIguWTP1pAKQJwYnI7F64PH+4g0qPnWX1Ikk1WyRJ4tqNDVzsD/Lqid5imyMoMaZT18z1PYEIRBYs4/vTWH0SJMnqkSAyuxc+7b0BjrUNc9MVzWI2ZJZsXFlDpcfOz587LWZFBOOYTl0z1/cEIll1wZLsQzOVakb0Q1jYPHuoA4dd4fKVopLqbFFkie0bGnju8EVOtY+wQVxDQYJs1DUzvTc8FqNaqGbGIZllHPIPDo7l7Wmvvt5Hf38gL/suNAvlXIpxHvX1vnnvI5/jFCZflyF/hC/868vcfMUSrtvYUFKddquq3IyMhIptxozENYMf/voElW47X/7IduRMCVclxHzHaT7G6ELxO7lmMV+XqcapWJoRCBYYzx2+iGnClWvrSioIKSdsqsx7rm+hvW+MF0S1VYEgr4hARCBYQIyORdn7+kWuXl+HU1WKbU5Zs2V1HS1NPn7+m7MMjISLbY5AsGARgYhAsIDYdaANXTe5ccsSDDEdMi8kSeJ3r12Bicn3nzqOphszf0ggEMyavCarfuc73+HXv/41ALfccgsPP/zwuPdPnDjBX/zFXxAMBtm2bRt/8zd/g6ou/PzZZKlfkTAqyCW9wyFefLOLG7Y04bIpIhDJAZUeO3dsW85TL1/gP3/TygduW1tskwQFQPjowpK3GZEDBw6wb98+nnjiCX75y19y7Ngx9uzZM26bz3/+83z5y1/m2WefxTRNfv7zn+fLnJLhSOsAO/ecZiQYw+28VOr3SOtAsU0TlDlPvHgORZG4blOjCEJyyKaWGrZtaGDPax08c0hUwlzoCB9dePIWiNTX1/PFL34Ru92OzWZj9erVdHVdSvrq7OwkEolw5ZVXAnDvvffyzDPP5MuckkGU+hXkg1Ptwxw60cetVy5FmVi1TjBvbr1iCRtWVvPzvWf5xYutor7IAkb46MKTt3WQtWsvTWG2tbXx61//mp/+9Kep1/r6+qivr0/9XV9fT2/v7CoZ1tbmt2JkLqSbExkai+FzqUhpNwtVkRgei+XleEnyue9CUo7nke9xGo3r/GTPGRqqXbzzmuXIJR6IVFW5i21C1qTb+uCdG/nVS608deACoZjBp+/binOB9PDJ1xgtx99rIXx0OV6XfJL3X9GZM2f45Cc/ycMPP0xLS0vqdcMwxn3RpmmO+zsbyrGOSI3XzkgwhsN2SdEQjetUe+1505YvFN26qCOSmV+8dJ7O/jH+945N+EdLW91RLnVEILOtt2xtxq7I7H2tg6OtA3x8xybWLKsskoWXEHVEcke+fXS5XpdcUJQ6IocPH+YjH/kIn/vc57jnnnvGvdfU1ER/f3/q74GBARoaGvJpTkkgSv0KcsmhE708tf88t161lPoq0bci30iSxA2bm/jAu9cS1wy+9pPD/OBXx+gT8t4Fg/DRhSdvMyLd3d089NBDfPvb3+b666+f9P7SpUtxOBwcPnyYa665hieffJJ3vvOd+TKnZMimRLBAkA2tnaP88H9OsH5lNe/Y1CB6yhSQ5Q1ePvS763n1ZB+vnujj0Ik+rtvUyLuvWcaq5opimyeYB8JHF568BSKPPvoo0WiUr3/966nX3v/+97N3714+85nPsGXLFr75zW/yl3/5l4yNjXH55ZfzoQ99KF/mlBRbV9eJQS2YF+e7/Xzr529R6XXwgTvWExqLFtukRYfDpnDTlmauXFPHa6f7OXyqnwNHe7hsSQXvumop29Y34LCLonLliPDRhUX0mpmChbSOt1DOReSIWBw+1ce/PXUCn9vGh353A3W1nrLOuyhVZmtrTNM5eWGEw6f76R8J47QrbFvfwE1bm1m7rHLWOXCzQeSIlA+L+bpMNU4XRsq3QLAIiMQ0fvrcGV460k1Lk4/7bl0tpLolhF1V2Lq6li2X1dAzFOb4hSFePdnHvre7aahyccOWJm7c3ExtpcjlEQjSEYGIQFDixOI6L7zZxdOvXMAfjHH79uVsW1eHqDhemkiSRHOtm+ZaN++8oplzXQGOnh/ily+d58mXzrNhZTU3bWnm6vX145QZAsFiRQQiAkEJEo5qtHaO8tqpfg6f6iMY0Vi/vIoP3LaWKq8DXSSmlgU2RWH98irWL68iEIpxsn2EI62D/OCp4zh3K1y5po5NLTWsX1FFXaUzr8s3AkGpUtaBiCzn90eb7/0XkoVyLuV4HplsvtAToK3HT1wziOsG4YjGyFiMkbEo/SNhegZDmIDDrrDlslquWltHfbULXTcxAWnCPif+XcosVlsrvA6u3dTI9o0NdA+GOH5+iGNtQ7xy3Crk6HaoLKnzUOVzUOmxU+m147Ap2BQZVZXZclkN1b78LOvk63dVjr/XQiCuy3jKOllVIChndMME0wosDNPEMEx03UTTDWKaQSymE9N0K/gQP9OFiQSKLKMqEnabgl2VsakKqiIhyzKybC31SFj/ihuYYCEiAhGBQCAQCARFI6+VVQUCgUAgEAimQwQiAoFAIBAIioYIRAQCgUAgEBQNEYgIBAKBQCAoGiIQEQgEAoFAUDREICIQCAQCgaBoiEBEIBAIBAJB0RCBiEAgEAgEgqJR1iXe89G6Okl1tZvh4fJoVz4TC+VcinEe822vDvkdp1Be36+wNT/Md5zmY4yW0/UrJIv5ukw1Tos+I/Lkk0+yY8cOduzYwTe+8Y1im5NCVRdOV8yFci4L5TxyTTldF2Hr4kFcv8yI6zKZogYi4XCYr371q/z4xz/mySef5LXXXuPAgQPFNEkgEAgEAkEBKWogous6hmEQDofRNA1N03A4HMU0SSAQCAQCQQEpao6I1+vlT//0T3nPe96Dy+Vi+/btXH311cU0SSAQCAQCQQEpavfdkydP8sUvfpFHH30Un8/Hn//5n7N161Y+/vGPF8skgUAgEAgEBaSoMyL79u3j+uuvp7a2FoB7772Xxx57LOtAJJ9qhPp6H/39gbzsu9AslHMpxnmUg2qmnL5fYWt+KEXVTDldv0KymK9LSapmNmzYwIEDBwiFQpimyd69e9myZUsxTRIIBAKBIGe8drKPf3/6BL986RyRmFZsc0qSos6I3HTTTRw/fpx7770Xm83Gli1b+MQnPlFMkwQlhiSBboAsFdsSgUAgmB2/eLGVpw5cwOuyMRaO88rxXr792VuLbVbJUfSCZp/4xCdE8CGYkljcwMDEIbT3AoGgjDh2foinDlzg+ssbufXKpVzoCfD4b87yD48d5qG7L0eSxNNVkqIXNBMIpsI0IRCKFdsMgUAgmBWabvB/nzlJY42bW69aim6YLGvwcutVS3j9ZB9vnh0otoklhQhEBCVLKBonphnFNkMgEAhmxWun+hgYjfC71y5H1y8lAV+1pp7aSidPvHgOo3iC1ZJDBCKCkkQzDMZCcd48O8Cx80PFNkcgEAiywjRNdh/qoLHGxdJaz7j3ZFnid65ZzsX+IMeFX0shAhFBCWIyFoxz+HQ/P997lu8/eUw8PQgEgrKgo2+Mtp4AN2xuRs8gid6ypg6XQ+GFt7qKYF1pIgIRQckRiRv0Dod46kAbAJsvq0UWiV0CgaAMOHSiD1mSWN2cuWaGqshsaqnhzTMD+EUOHCACEUGJYZgmgbEoT7x0jkhMx+1U+YN3rym2WQKBQDAjpmly6EQv61dUoShT3163rKpFN0xeP9VfQOtKFxGICEoGScLS2p/o43THKAB337SKCo+9yJYJBALBzLT3jjEwGuHyVTVMt5pcX+Wk2ufgtVN9hTOuhBGBiKBkiMYMugaCPP3yBQC2rq5ly2W1RbZKIBAIsuPo+UEAVjR4p91OkiTWLavkZPsIwUi8EKaVNCIQEZQEJiYjoQj//UIr0biOz2Xjrhtbim2WQCAQZM3b54ZY3uDFbpu5AOO65VUYhsmR1sECWFbaiEBEUBKMhTX2H+mhtdMPwPtuXoXbaUNVJWzTrLUKBAJBKRCOarR2jqYCjJloqnHjdqi8fU4EIsLDC4pOXDfo6A3wzMF2AK5eV8fGlhokCSrcDqGYEQgEJc+p9hF0w2R54/TLMkkkSWJlk49j54cwF3l5AhGICIqKCYwGY/zXb1uJawYVHjs7rm8BwOu2Y1fFEBUIBKXP6Y4RVEWiscqV9WdWNfkIhOJ0DgTzaFnpI7y8oKiEYxovvNFJW08AgHvfeRkuh4rTpuB2FL0no0AgEGTF6YsjrGzMXDtkKlY2VQBwdJFXWRWBiKBoGIbB+S4/zx6ylmS2b2hg3fIqFFmiwmNDLMgIBIJyIBrTudAToKW5YlrZ7kR8bhvVPgen2ofzZ1wZIB45BUVBkmAkGOPne8+i6SYep0r/cIhvPf4Ga5ZWcv3mJrZcVldsMwXAkdYBnjnYzsBohLpKJ3det4Ktq8V3IxAkOdc1im6YLKnzzLzxBJbWeTjbOYppmkiLNB9OzIgIikIkpvPcqx109I0BiWJmUY2mWg+9IxF+svs0R1pFq+xic6R1gJ17TjMSjOF2qowEY+zcI74bgSCds12W2q9hFvkhSZbVewmGNXqHw7k2q2wQgYig4BimyZmOEfa8dhGACrcNp0Ol2udEksAwTBRFTqloBMXjmYPtKIqMw6YgSRIOmyK+G4FgAue7/DTWuLDNIbl+ab01i3Lm4kiuzSobRCAiKDj+YIzH955FN0xqfA5kCTwOFY9TJRCyqgzaVZmB0UiRLRUMjEYmKZfEdyMQXMI0Tc51+1nR6MuqfshEanwOXA6FU+2LNxAROSKCghLTDJ5+5QKdA0Ek4L5bV7P3cAeaAafahwlHdWQJXA6V5TOUSRbkn7pKJyPBGI60SpExzaCu0jluu3LKIyknWwWlz3Agij8Ym1N+CFj1RJbWeTnbOZpjy8oHMSMiKCin2ofZe7gTgBu2NLGquYKldV6GA1HCUR0Aw4RgRKPaK5rdFZs7r1uBrhtE4zqmaRKN6+i6wZ3XrUhtU055JOVkq6A8ODeP/JAkS+s89A2HCYRiuTKrrBAzIoKCMRqM8rPnz2CYJnWVTlqafPz42ZMM+K0nCgmrwJkkgQS81bq4tfWlQHKmYLoZhPQ8EgCHTSGaeD25XXIWYmgsRo3XXrRZiGxsFQhmQ1tPAEWWqPE5ZiXdTWdZIk/kbOcoV62tz6F15YEIRAQFQdNNfrW/je7BEJIE125s4NlD7TTWehj2RwErCFEVCVmSME2TSEwrrtECwApGprtJD4xGcDvHu5L0PJLkLISiyPhcl2YhkvsuJDPZKhDMlo6+MZpr3UgJvzUXGmvcKLLEqfaRRRmIiKUZQUE43jbIb9+wlmRu3rqEkxeGqa10oWkGumGkttMTyV6GCU67iJPLgbpKJzHNGPdaeh5JKSlvZrJVIJgtHX0BltR55pSomkRVZJpq3LQu0jwREYgI8o4/FOOx585gmNBQ7eK2bcuI6wY2VSYS0/G5bKltTdMKRkxM7ti+rIhWC7JlpjySUlLeZJPzIhBkiz8UY2QsRn313PNDkjTVuOnoG5tXQFOuiEdOQV7RDZMnXjxH33AYWYL7b12NTZVZUu+lo3cMmypTXWE9jQbCcUzTWre/Y/syWporeOSx11O5CX9wxwZW1rmLfEaCicyUR5Kt8qZQtrZ1+9n96kUiMQ2nXeWO7ctEfohgTiQLMtZWzD8Qaaxxcfi0Qc9wiCW1c1PglCsiEBHkDUmCt88N8OJbXQDcctVSltV78Tht3Li5iR93nsIwTeyqjNtlw2FXePD2dWxdXTcuryCpbvjeL47w/nevETeNEmS6PJI7r1vBzj2niWLlABVzFuJI6wD7j/ZQ4bVTp1rLNPuP9tDSXCHGlWDWdPQmAxHHvPfVVGM9ZF3o9i+6QEQszQjyhj8Y40dPn8Q0QZEl2rpG6ej143Ha2LyqlgdvX0eVx04oolHlsaeCEMicV6CqkqjoWSYcaR3gkcde5+HvHuCZg+3cuLmJKo+dsfDk77qQlFK+iqD86egLUO1zjJvtmys1Pic2ReZcdyAHlpUXYkZEkBdMTH7w1HH8iUqp1T4HccNk7xtdOOxq6gl6qptRJnWDw6YIdUMZkGk2a//RHh68fR3vfscq+vuL52iFakaQS9r7xuadqJpEliUaql209fhzYFl5IWZEBHnhzbODHD1n1QHxuW047Sp1VS6CkXhWT5+Z1A3RuC7UDWVAKc86CNWMIFfENYOewVBqSSUXNNW46ehdfAmrIhAR5Bx/KMbO3acAsCkyXpeNSq+dSFRDlqSsnj4zqRs0zRTqhjKglFQyExGqGUGu6BoIohsm9VW5C2Iba1zENCthdTEhlmYEOef7u44xlCxSZhrIMsQ1nQu9Y8Q1A6dN4UjrwLhlmUz9Px68fd2414RqpnRJ//5CEQ1NN6j0Xkrg8wdjxOIG//ure/JaWXWmPjLZVIoVCLKhvc9aYqzx5S4QWawJqyIQEeSUX+0/z/G2YQBcdgXdMNENq022YYKEicOujKusmSmnYOee0zx4+zoefuDq1L7r631FzS8oVaxpXBOrMH7hmfj96YbJaNAKRCs8dvzBGP5QjEqPI6+VVacaRxOPM1OlWIEgGzr6xnDYFCrcdoy51nafQHrC6vWbm3Oyz3Kg6Esze/fu5d577+U973kPX/nKV4ptjmAeBEJxfnWgDQCbKlPlc7BqSQX+YIy4bmJTZWorXVR47ONyBko5p6AcMEyTsYiGFYwUnonfX4XHTqXHQSxuEIpoxOIGlR4HFR57Xr9fMY4WNukVmEuBzv4gzbVuzBz+7hZrwmpRZ0Q6Ojr4q7/6K/7zP/+T2tpaPvzhD/PCCy9wyy23FNOsRUGuW6GbwGPPnUbTzcTfVq8Y3TSJRDUU2eqnkCQ9Z0AoGeZPOKJhmuBzqRR6ZiTT9+dz21BkiUc+fQMPf/dAVt/vxDG5YUUVJ9tHsh6jYhwtTEzT5LdvdPL4b86yYUU1f3jHempLILm4azDI+uXVc250NxWNNW6Onh/EME1kqTiznIWmqDMie/bs4b3vfS9NTU3YbDa+/e1vc8UVVxTTpEVBPlqhHz7Vx8HjvYB1G7QrMm6Hyog/gpFsqZtGulJBKBnmjwkEw3HGItrES513Zvr+svl+J47J3uEwuw600TMUynqMinG0MHnz7AA/3n2aZfVeTrWP8OjTJ+bcXC5XBCNxRsdieRlbDVUuYnGDwdFwzvddqhQ1ELlw4QK6rvOpT32Ku+++m8cee4zKyspimrQomOsUdnqRqkceez11UwiEovzkWUslk7wH+jwOhsdiGKZkvWYypVJBKBlyRzAUJxCOFzQYmelM+/a5AAAgAElEQVT7u/O6FYQiGt0DQc53+ekeCBKKaOO+32cOthPXDIYDUTr7g4yORTENCMf0rMeoGEcLD8M0eeLF8zRUufiD31nDzVubOXlhmCOtg0W1q3vAUrVU++ZfUXUiSRVOR18w5/suVYq6NKPrOq+99ho//vGPcbvdfPrTn+aJJ57g3nvvzerztbXevNpXX+/L6/4LSfq5DI3F8LlUpLS7lapIDI/Fpjzn10708rPnz6KqEpVeO2OROD97/izVVW6ePXghVbgMoLbSSTiqEYpo2G0ydVVuwlGN+mo3fUMhGmrc3HvrGrZtbATg3fU+Kivd/OK3ZzO+P9V5lAv5HqeablBd7R43RWxz2KjMg5PMxEzfX+VACFmyJsWS/8kSVFa6U99n91CIYDiOhIQiS8Q062TicR1bQgo80xidzTjKlnIcb3MhX2N0vtfvtRO9XOwf46O/twmfz8Ut1yzn9TMDPHf4IrddvypHVs6eNxI1kpY1VYxTh2VLVdXU6j+3x4EkQe9oZNGMv6IGInV1dVx//fXU1NQAcNttt3HkyJGsA5HBwfwVfllICo2J51LjtU9qQhaN69hk+Pz/98KkNfkjrQN8f9dxonENm6pQ4bHjcqiYisHOZ05wusNqXe1xqaiKjCxLBEIxADTNIBLVaK5x89n7t46zK92mlXXTv5/pPApBLhxBPscpQHWNh+Hh0LhjDEswPGrH61RnvYY9l/yh6b6/x3efJBbXiWlGqruyIus8vvtkSo4dj1vvyYk5WkmyOjGbWIWjwBqj1V77tGMgm3GULeXkA+Y7TvMxRnNx/Z4/eAGXXaGxwsHIiDULsWFFFS8f7eHM+QGq5hAE5IJT5wexqTKSrqfsypaqKveMn6n2OThzYbhsxl+2TDVOi7o08653vYt9+/bh9/vRdZ2XXnqJyy+/vJgmLQoyTWGHwnH8YW1S3siufefYuec0kbiOLElousmQP0I4quFz2zh70cruVhWJKo+d2konQ/5I6uZnmFaBsw0rqop4xosP04SxUIyxWS7T5CN/qK3HTyiqp8aEaUIoqo9TBqiKBJgk74XpSXpimWVxohsGb54d4PLLakmPkTasqMIEXjvVVzTbugdDNFa786ZTq690cbF/LE97Lz2KGohcccUVfPzjH+eBBx7gve99L0uWLOG+++4rpkmLgq2r6yY1nKvw2HE71Ul5I7tfvUgwHMcwTOK6iaYb6LpJOKpxoTuAYZpIElR57Hjd9kQQYqZufrIElR4HJ9tHinvSixArGInPKhjJhwQ2FrfctURiaWbC6wBL6jy4HCqGYSRmTkyUxKxIe+8YfUNh1iwRHXIXE6c7RhkLx1m3fPxDTF2li/pKJ6+eLF4g0jUQpLHGlXPFTJL6KhcDoxEiMS0/Bygxil7Q7P777+f+++8vthmLjolFnaaSWIaik38IkmTp3cMxHQCPU0VVFcKROP5gHEWSEvknJjUVTpx20ayuWJiQCEQk3I6Zf+75kMAm6ywkS66ZE14H6yn39MURJEnCJkNcvxS8qIqEYcLBk3001pzjrpsum7MtgvLheNsQiiyxrG5yhdGW5gpeP9NPLK5jz0Hn29kQjekM+iNcs6E+b8doqHYB0DUQ4rIlFXk7TqmQs0AkEomwe/duhoaGxkmrPvrRj+bqEII58tqJXh7ffXLcmn9bt5/dr14kEtOQZWvJhVEryPC5bFRXTJZCJvG67fjHrBwQh02h2uekwmsnMBbDaVMSuSQyFR4HLocqmtUVGdOEQCiGJIHLPv1Pvq7SOSl/KFme/eHvHpgyZ2TXvnOp8eS0q1yxuobhsRgDoxGkZPiRmOFIzoqoiswjj72eKgvvtCnoppVXlEICSZJQJNB0k137L7Dv7R5Rmn0RcKZjhOUNXmRZmpS/sqLBy6sn+2jt8rNxZXVB7eoestQsuSztPpH6KisQudAbEIHIbPjc5z5Hd3c369atG6fGEBSXI60D/Oz5syCRWvP/3q5jRGJWzocJqSJkYN0o/KE4mm7gcdkm7c+uykRjOsnSINVeO9UVDsIRjVBU4xN3bUqV2barsljbzzOhiEbbqT4cMtP+7kzTCihg+mDkzutWsHPPaaJY33V6efapyqbv2neOXQfaUoqXSEzj5eN9uB0KdVUuQpE4oaiODNhUCd2wElZVRU7logwHIiBJ1PgcuJ02LvQEUnaDJeO07kXmtOXbBQuDuGZwrjvATVubMybRLmvwIklwom244IFI14AViFR57Hk7RoXbhsOm0N67sJJVpyJngcjp06d59tlnkeWiV40XpPHMwXZUVUJJfC8Om0IkZiUOKoqErmVe5AxFde7Yvpxd+y+k+ihIEjgdauqG5naoVPqcGIZJIBynrtIpmooVmJ/sPsUrx3tpafbxwG3r8GYIHpMkgxFJknBOMZ098ftLL88O1viJJt5Pbrv71YupIAQuLbkka4DUV7u52BdAN0jJct0OBYddYSQQRdMtxQymiT8Ux+20pVQzydhKT9yM5MQMSSY7BAuH891+NN1gaYZlGbDGYVONmxPtwwW2zEpUlWWJSq8jb4XVJEmivspJR9/iSFjNWSBSW1uLpmnY7fmLEgWzZ2A0QqXXPmnWIxv2H+1BVSCZL+Vx2ggkghAAwzCQJJPB0ei4WQ/RVKxwXL6qhleO99LWHeBfnnibD96xniVTOG+wvvvRsSiy1zHl2nr695dNefZITEsFIcljpP877I+gG8nPWjMioahOOKqjKLI1MydZwUYsoeRy2RVCUd1a1DHN1L587kuBlijfvnA522mVBGhM5EpkYmmdh7fODqLpBqpSuAfgroEgDVUu8t3bqb7KxfG24UVR6n3egci///u/A1BfX88f/uEf8u53vxub7ZKzEDkixaWu0slYJJ6aEQlFLhUei+vTN5FSFBlVUbCpVg2HuKanfnqKBBVeJ+c6/aiKzB3bl4ngowjcuKWZ2hoP/+enrzMyZi273X/rarZcVjvlZ0wTRsZiVHkd2G3TO/BMOSMTy6Y77VYekJLwlRNnMwLheOp1SZJRZBPdsOZNdMNAS8sbkZAIRTRWNPqo9tp5q3XIymOSJGyqRCRucLFvDFWVcdmVVNt0wcKirdtPXaUTh01JzYZNpLnWw2un+ukeDLG8Ib9FA9PpGgzRlEfFTJKGKhdvxAcY8kcXfI7dvAOR06etdVqv14vX6+X8+fPzNkqQO+68bgU/e/4smqSjaTrDgUszGtP9kCTJeuJUFAmnXUFRJPzBS0FMpc9JNKahGwY1lU72H+2hpVnIK4vB9VuaiUY28x/PnGI4EOWnz52h56oQ7962bMonKcM0GRmLUuVzYFenDkYm5ozENGNSzs8d25ex60AbupFYOsF6VnTZlXGzGemzJkkmzp44bFajvImk56HIkpXQ6td0br1ySTaXSFBmtPeOsazBO2UQAqSC0HNdowULROKaQd9wiM2ravJ+rGTCakdfQAQiM/G1r30NgOeee47bbrtt3Hu//OUv57t7wTzZurqOyko3j+8+SWunH0WWqK10Eovr+IMxpvqd220KMc1ao735imb+7akTgBWgeJwKdlViYNSqtCrW64tPc62HP75nM4/tOcP5bj+/eaOTnqEQ/+tda3DYMy/BpIIR79TBSKacnw0rqnjmYDs/2X06lQN01w0tU6pm5ISUO1NQlD57YppWbZFM6pyT7SNUehyEoxqabmBTZVwOlZPtI9yVm0soKBFCkTh9I2Gu2dAw7XZVXjsuu0Jrl59brlxaENt6h0OYJtRU5L+ia12i58yF3gBXrc2fVLgUmHcgsnfvXjRN45FHHkk8/Vh3Nk3T+Kd/+ife9773zdtIwfzYtrGRlXXu1Hq/JEm4HCqVXgf9wyFCUX3yh0wz8eS7nGcPXUzdLOoqndhUmcHRCGBS4bF+kGK9vvh4nDY+tmMDTx24wMHjvZy4MMx3nzzKH/7uemorMj9RGUZ2wUgyIEhWXlUUeZx65cHb1/Gdz74z4+eTsxlWaXczlS8iAYosIyfyQ3TTxJxCFTMwGsHntqWSZsHKHRFjbuHR3mslaM40CyBJEk21bs53+afdLpekFDMFKC1vVxWqfQ46ehd+wuq8A5ETJ07wyiuvMDg4yH/8x39c2rGq8pGPfGS+uxfkkEzr/eFEEJJ8Ik0SjRvcuLmJwdEoJy5Ymel21aq4ORKIJp4KnLgSRbJEu/XSQJFl7r5pFc21bnbta6NvOMy/PHGUD9y2ljVLM3e2NgyT0cQyjW2GpL/0yquQWUUzkbtuuoyTF4Y52TGaCkKcdhmXw5aa4TBNE1kCW1pF1/T9ZpOrIlgYJCWrUwXP6TRWuzl0ope4ZqSaI+aTroEgEoUJRMBanlkMpd7nHYg89NBDPPTQQ+zcuZMHH3wwFzYJ8kSm9X4TUp1R9QnLNK+e7KN3OAyAwyazotGHrEj4Q3GcsoQsS5immTFvQFBcrt3YSH2Vi8f2nCYY0fjR0yd47/UtXH95Y8Z6I7phMhKYORiZS+XVXfvOcbpzFEWWUGTQDSvQlYhT5XNiV2U6+8dAkqiYQhWTTa6KYGHQ3jdGpceOy6GgT3RKE6ivcmGY0DNUmITV7sEQdVVOlAxF1vJBfZWTMx0jROMaDlvRC6HnjZyd2fDwMN/5zndSf0uShMvlYu3atdx88825OoxgCn6w6ygHT/Snan44bLKV7GSaxAyr4+6d163gwdvX8czBdroGgilJr2EySYmmyDAUiKHpVt+Y+mo3XredkUAUt1O1kgXHYqmcAKGaKT1WNVfwx/ds4Se7T9E9GOKpA230DIW468aWjHJH3TAZDky/TFNX6eR8t59o/JLiymGT8TpV/uTbL44bD8lS7LtfvYhpgCmZ6FpCTWOCppMaQyBhUyQCoTjDgSiqYuWAJOWboj7N4qF7MEhzrXvGIASsGzXAxf6xggQiXYNBGqvdBQlCwFLOmEBn/8Iu9Z6zuazTp0/z+OOPMzIyQiAQ4L//+7/5zW9+wz/+4z/yz//8z7k6jCADP9h1lJeP96WCELCeOC/2B+keCiNjjltzv/O6FTjsChVeO5WezAWwXA6VcKLPTLXXQU2Fg7FwHCOROzLkj1DhtbOswUuF187+oz3z6tAqyA/VPgefvOtyNl9mZfm/drKPR586QSAUy7i9kZgZmaq8P6Y5LggBa6wNBmKWhFeWiMZ1dh1oY9e+cwCEohqJemXJXWBiyceTY8jtVIjGDaIxq3ZIXDMYDUbHdW3eurqOhx+4mkc+fQMPP3C1CEIWIKZp0jUYSilGZqLa50SWpVReST7RDYPeoRB1WdqWC5LX4WL/wq6wmrMZkcHBQX7xi19QX29l937qU5/iT//0T9m5cyf33XcfDz30UK4OJUhwpHWAZw62T9vZVjdMeofC2O0KLruS6qIa1wyrlLtmoCrSuIJnbodCMHyp2Z3HbaNnMMiQ33pSjScKCM0mT0BQHE61D/PSW10M+SNUe+0Mj8W40BvgX544ygfvWMfS+slPkc+91s7rpwaw2xXGwnFuu2Zpanbj9MWpEwOT8lxFspZfdr96kbtuugxZksYFyekkx5CmWzkiJtYMXbJOiFDFLC6GA1GiMZ2ayuxyMBRZorbCUZA8iv6RCJpuUlsAxUySSo8duyoXJNAqJjkLREZGRlJBCEB1dTUjIyPY7XZUdeGubRWLdPXCTJiArhsEwgZ6Ius7FNWQIOX8k9hVKyhJvuZxKsTiOkP+aOpJVTdMPO7cdmgV5J5T7cPs2n8eRZFxOW3EdQOP0yo+NproOXTfLau5Ys2l4HHv4Q6ef70TCagwbXhdKk+93AZYSaepcv9px8kUYsgSqRbmNlUiGp+8Vfo+NN2w1t1Nq48ICFXMYqRrMNnHJfubfX2ly8oxyjPdKcVM4aqHS5JEXeXCL/Wes6WZ5cuX8w//8A90dHTQ0dHBt7/9bVasWMFbb70l+s/kmCOtA3x/13EG/VGGA9EZt5dIyCN1k2BYIxbXMXQTTTeJJ/5N4rCrqWl5t1OlvspaD1UUOfWkqsgQjGr0DoXo7B+jdyhEIBQXCoYiISfk2BNzUF96qyvRfNBSothVBZdTpanaRY3PgaabPL73LM8eak8FGPuO9IBpzUqMBOMEIxo1FS72vHYxdSywgo+JqUVx3SCmGcR1K1h1JprrKVP8/k1IjSHDsKqtqmm5KUIVs/joHggBs1Ol1Fe5GBmLjasanQ+SQVK1t7Bjsr7KRedAMG99bUqBnEUIf/d3f0dnZyf33HMP999/P729vXzlK1/h2LFjfOELX8jVYRY9yZmQaFyzpsBnKNMOjF+fx1rjzzSknXaFsVA89f/NNS4iMQ2XQ6Wpxs2yBi9NNW48Thu6bhLXjCnX8wWFQ5YlfC4bNRXOcf1jhgPRSQoYmyITjGj88T2bU8lvL7zZxU+ePUUkphGJ6+PGRiAUJxLTcSea6a1bNnXCXHoOiGHCFautvBTDnHqMJseQtR2oCSWW6Nq8OOkeDOJ2qrimKMKXiWThr87EjEW+6BoIUe1zjAuWC0F9lYtQRGM0mDmvayGQszWTmpoavvWtb016/YEHHsjVIQRcquNgU5XUurqqgJ62nDIVElg5HhkSEaVEUamknHdlo5ffv2kVT+1vS9VvCEc1/MEYkZhVe0ROSNjEen5pYFNkanwOwjGNQChOtc+BPxzHrl5y6nHdoNrnwO208dH3buTpVy7w8tEeTraP8N1fHsu4X38wRoVpQzcMJFnCYZPHJawmS7qno8owPGY5TlmSgczBiKrKaJqBzaZgGgbhqM7FvjGhxFqkWH1c3FNWfM5EfaWV0NneN8baZfl7GOoaDNJYUzjFTJJLCavBgtUvKTQ5C0TeeOMNvvWtbzE6OjpuCulXv/pVrg4h4FIdhwqPnSF/BMOUrGZhiadiTBO3y0YwHCMQ0sZ91oSMQQhYjcuSKpmP7djI1esbcNoUNM1g557T+GM6/mCU5Mq+LFklwmsqrJuaWM8vHVx2FYcq8553rOTnvzlLTNOxJZKMdd3g5ius/iyKLPH7N7TQXOPmyX3n6R8JT7nPSFxjOBBFN0yrx0faOtCFnskZ/ZoBF3qsxFZzmhmRZL+QUCTOUCCKJJksrfcS0wzRv2gR0j0Y5PKW2fVx8bltOGxKXiuQGqZJ92CQ6zY15e0YU5GUKLf3BgrS46YY5CwQ+fKXv8y9997Lpk2bMhZMEuSGZIVJl0OlpsKJPxgjrhk4bSoVLhXNtJQIwwEzVTxqJpKzHQDXX97EplU1OBNdWbeurqOt28+u/RcwTJAkaxbGyvsxGRmLEQjFiWs6DpvKkdYBceMoAWRZZtuGBhwOhd+8fpHOviAVLhs3X7GE9Suqx227bUMD9VUufrLnNMHw5HV2p01mSZ0HTTdx2hVkWSIS1WecgQvHDB7+7gGicdMKXyf0lZGwClFpmoGRaI4nS1b1SlWRURWJ7+86jtupirohi4BAyPIltbPMC5IkifoqZ16VM0P+CLG4QV2Wap5c4rSr+Ny2BZ2wmrNARFVVPvrRj+Zqd4IpSK8wad0UHOi6wYO3r+Mnu0+nql5qmmHJJiWT6XKcrCUZK1qxqzI73rGCCred5MzHkdYB9h/tQZJMbLKUkFeaGInPGKaJkSjNarfJ4/qDCIqLacLmllq2rKolGjMIhGNTzoitbPLx0D2b+benjjPktxKgXQ4Ft1PFMMzULMpVa+t54c1OnA6VcEQjOlW9kQRup8qgP4IJKJKEqkrohpXbZJIcp5cCZisYkYhrBpGYFfTWVTkn9Z4RLDy6B61E1Wrf7G/2dZUuTrYPY5pmXh6Eu1JJtMVJnq6vcnFRBCIzs3btWk6dOsX69etztUtBBqarMFlX2Z7K51BV2XL2Mzy2pi/JVHhsPPVyG+e7A9gUK7joHQojJWZAkk+sYC0FaYmbkKrKVLhtuJ02onFd1BMpMUwT7DaZGtVJKBonGNYy1vWo8jr4zP1b+b+/Psn57gDhqI5hmNx146rULEry3zfP9KPbFNwOld6h0JTjLNmbwySh3DLMVEsBRZZQFRktfdouMb7S7cvUe0aw8EhJd+eQB1Ff5eTNszrDgSg1WfSomS3dg4WX7qZTX+nktVP9aIkaTguNnAUiHR0d3HfffSxZsgSH49JAEjkiuSe9G2o66bMlPpfKcGD6LGuPUyUYsYIQh01GlmV6RyLohsHAaAwwE1PpUto0vJSSA0sS1FY48Lgu/ThFPZHSRZKsDr0Om4o/FCMWn9x12a4qfPz3NvHiW13sPvT/s/feYXJUV97/p0Ln7umeKGmUJZRAIJERWRhjQFhCIF5jkr2sf9hgv9g4YPCy7G+9CwtaWHnBay9eMPbaZINAZIlooUQ0QlkojaQZTe6Z6dzVdd8/qrs1UZN6pmdG9/M8eiR1d1Wdrr636tS553zPfuJJkzc/rKA04Mrqe8yYUMiMCYXYdZWAz8EtD75LwuiwK8CKbhitnAp7JiJiCjwOjaICKxFvf41VwisE6S7eHfclx9bIpqougt2m4nPZSPUyIbQknbBaWR8ZEEeksi6Mz2XDae++/81AUBpwWeKUjRHGlgy8lP1gkzNH5LbbbsvVrkYsGSXU3vTK6GwboE2/GE1TGFviadNLpq4phsuuEop1vNmAdVOKJw9Xv9htVhVOVV0462SAihAmimK5H5mn2ExOSpHPjtFuTkrth6FFV2Ou0OsgHE8SjiY73PR37A+yc38Qt1MnEjdojiT53cubWXzuFE6cdli0MGGYNLbEKSv0UFkX7rTSob1UfMI4LIgWTxx+z66rxBOptPR7K8elVTlyczhBImnlncickZFHVaaPSx/0MjJ5JQdqQwOS0FlVH2F08eBXzGTIVs7UhEakI5KzGM9pp52G0+lk9+7dzJ07F5vNxmmnnZar3Q97MvofwXACt1PPrnkfqT9LZ9v8/rVt/P7VrVQ3RgnHksSTKSJxg0MNkewa+u3XnMTZx48mkujcCQErQTUjZKYo4HHZaA7HLZEz43BbdsiUZlp5IQGfg6ICJzctPJYl848hlTKJJ1NS+2EIcqQxpyjgddoo9DnbtE/PqLE2R5MUeOz4vXZUxZJgf+7dXby+fl+bi3HSMIkmDEoCrux4ORKZj2QquDJjR9esqJsC2DQl+zlds3RFmkJxmiMJHHatx/NHMrw41BChrNDV7XJyZ7gdOm6HPiAKq0IIKuvClPbRtlxQ5HNYPXVGaJ5IzhyRF154gTvvvJNHH32UlpYWbrnlFp599tlc7X7Yk9H/cNi07Jq3pqnZ3i/dbRONW+WTzeEELdEkoUgCRVHRVOuiHU2k2uxv5UcHslGM9jjtWlYLBKywZnPISlBUlYwSq3WjMNOhciMlSJlWt9SzZo/OLg9d+9XpBDx2IjGDgMfOtV+dLp9ShwidjbmkYfK7FVu4/bdrWfrkp2zb10CRz4nPbUNROqqxuh02PC4962Ss3ljFb1/clJVvBwhHDGKJFMUBV7bfTFe0v443hxIcqAkRiaVw2FQcdg0BOOwaHqeOaUIkZpBImvg9Dgo89h7PH8nwIWmY1DfHKPL1PZpa7Hdmk0pzSVM4QSRu5DXSq2mq1VNHOiJH5k9/+hPPPPMMXq+X4uJiXnjhBf74xz/mavfDnrqmWIfW6t2teWe2yWgsZFRUhbDC1xl9BgWr+qD1/mIJwyqzbXdfUKBNcmCBx0owjSVTpExhlVGm3xNY0ZJ0gQwFbluHTruyI+rQpf2Yi8SStESTxJNGm6jCF7vr8DgtZVYT0WabWMJIJ7daOUVgKVj+6rmNWd0RTVMIRRLEEynGFLtRWw269mO+NQKy3XcVRWCYAp/bxthSL6OK3BT7nbidOktvPhO30yphbI3MGRk51DVFEaJ/yaDFBU6q6nMvhV6ZVmztSzVPLin1uzhQO7DqsfkiZ46Iqqp4vYfXrsaMGYOm9Vymd6RT4nd2sl5+5HyKzDbNkWS6QV1avCz9fsZBEFiVK63357TrmMLq86GrhyMjDvvhJRmbruJy2GgKxTFNy8FpnSRm01VI6z1oKsQNUz6JDiPaj7nmSBIE2PTOo3I2TaXY5yRQ4MSZltgOpXVFbDYVv9eRvVE0hxP89sVN7NgfZFShC6/bRixh0BxJUOp3Zp2R9mO+PZlojU3XQKRtTNN6PPdl/kiGD9WNllPb3tnsDSV+J7FEKudS6Bnp+MHuMdOe0oCLxpb4gPfUyQc5c0QCgQBbt27N1nCvWLECv9+fq90Pey4+fUKv8yky22T6cZjCKptVVCXbNTcjy+6ya232d9Gp4xCkyyVVy4mx29ouyRQVOAmG4m3WPTNNzfweG+UlHjRNwaarVvWDcVhvRD6JDn3ajzlLQ0RQ4Om6yumcOeU0NsVw2DUCPntWecybjoa4nTaKCxwoCsQSKf74xjYKC5yoChR47HicNhJJg9KAq03uSXdYNh3OT2o/P/oyfyTDh5q0I+Lvh4R5cbpa5lB9bpdnDtaG8Th1XPb8ls2WDlJPnXyQs6qZX/ziF/zwhz+koqKCs88+G4fDwW9+85tc7X7YcyT9j+62+d2KLcSTBjZdpcDjIJ4wsk+OmQhGczjJ6bOsioalT35KXVOMQo+dUMwgmRK47FqbJ8rMkky8lWOiYEVBlJTV8yPgI63zYB0j0+xJPokOD9qPOadNw2HXcDkOT/v2v2XrbUKxJOUlXuLJVBuRqIRhYtdUjLQuyCfba5lSXoBpmjSFEgRDSRx2k2K/pfwbiXVe29t62cbl0NNjO0UkZnSYH32ZP5LhQ3VjBJdDw2FTs5He3tK6cmbmxMJuPt1zKuvCjC729Kr/zUDQunJmIHvq5IOcOSJTp07lpZdeYu/evaRSKSZPnozN1vcw20ikK/2P7ra5aeGxPLFqB5qmYhgpQlGjk+xtwfqtNfztyzr8PmttPWGYFGgqtyyZy5rPDvDWJ1Yr9+ICBw67Rm3w8JOwpikUpZuhhRozctAAACAASURBVKMJGprjxJMpfG4bDc0xQMHn0uWT6DCj9Zg73Lk5hT29lNfZb9l6my921fHyur3omko0ZtDQEicUTeJz2yh06DS2xIknTXZXNjOu1MNNi2Zz/xOfEkukqAtGKSpwomsqzZ2Ey61O0Idt0TWFby08tss50pf5Ixke1DRGKQ24+1WV4nHqOO1aTvMohBAcrAtz0vTSvFXMZPCmdUz2DWBPnXzRb0fk8ccf7/T1NWvWAEjZ9xzQ+mlw18Hmw0kirch469GEidkSP6x0Cjy9chvbK4KAJbk9rsxHfXPM0gTBSkjNOCEAuq5RXuzG67ZT1xRjTLEHhCCWNAl47PJJdJjSl6jC8VNLEMA7nx5A2HW8LhPTNIklUoSjSVRVwWFXiSdMDtSGWfrkp9ltjZSwnBG/k6ICZ9qhtcjkPAU8dhnhkFDTGGF8ma9fN3tFUdKVM7lzRIKhBNG4QUkg/xFgq6eOa0B76uSLfjsiO3bsyIUd3H///TQ2NnLfffflZH8jjczT4I8eWk24m2SlVMqkoSXTL0Rnd6XVBbXY78Tr1IjEk6gKBHwOK2wuBJqmIoTIPiVfLctwRyR9jcpltrnrf9ZT4HHQHE4gTIFpHu7orECHG4kpoC4YozCtP9OY7jsjsJZ4br/mpP5/KcmwxkiZ1DXFOOGY/l9viguc7KpsyoFVFgfrrJt+f8qKc0mp38nmfQPXUydf9NsR+bd/+7duP/PjH/+Y//iP/+jy/XXr1rF8+XLOP//8/pozYlnxwW5WfnSASLwLLe1WpEyr22kwlCAUTWZvFEYyRUGxm2BLnGgiRYnfydUXHAPItfeRSntl1ZkTAmyrCB7xtz7SNg3Ncey6QrHfRdKwKhQyeUq6rpBsL7WbprElTqHPQWGBk2BLzEq87iy0JznqqGuKIQQUevpfHltS4GTjrnpaogl8rv73hTlYm98eM+0pCbiI76yjoTlGcVrWfiSQsxyRI7Fnz54u3wsGgyxbtozvfe97bNu2bTDMGXas+GA3K9bu7fGFWwjridOuKkTjVjKqooDbZaMmGMU0Bddd1DbiIR2PkUcmJ0TTVNxOnerGKDsOBClw2ynw2DvtaNt+m0MNEXYcCOL3OPC5bdQ3xYglBdWNVu+NkoCTYEuCcMzANEFXoXWVrd2mkkhaLzS2xAn4HJQEXDQ0x6zGipKjnppGq8rF5+l/TmEmYbWqLoJvfA4ckbowPrcNVyvZg3xSlklYrQ1LRySX3H333dx2221UVVXl25S801VfkIxKqqYqluBYD+aDprbVcCjyOYgnTSKxJAGfQ3YxPQporawKEI0bKChEEyn83s472r6xoQIjJWiJxDFSZlbOPRo3KPDYcaRVeY0UNIaStEQNCn1OHHadcCSOKRR0VWSdkUTSKj3XNEilINgSx+PUGV/mxeOUyewSqG5Il+56+u84ZCrADtaFmD6+/5UllXVhxhR7et2Eb6DIOFoVNSHm5GApa6iQV0fkueeeY8yYMcybN48XXnih19sXFw9s85/SUt+A7r81H2+t5um3v0TXFfxeO6FYkqff/hK/300smUJXrWQlVVFI9cATsemHNUNc6ZLNuqYoRsrKLm8MJQb1++WK4WjzQI9T6Py8NIQS+Fx6di3ZSAk01cohymh86JrSZiwcaojSEkmgqpbjm3kKTBrWNrquQquSbyMlqA1GKfDYKfa7aWyJkTRMNFWg61anUiNlkkqB32vH57aRMEziiRTXXjyL4mJvGyXWocZwHG99YaDGaE/OX0vMwOXQGVXav2RVAL/fhcOmUdsU7/dvJ4Sgqj7CmcePwe9398+wdgQCfd9fUYGTqoboiBqbeXVEXnvtNWpra1m0aBFNTU1EIhHuvfdefvGLX/Ro+/r60IB1Qywt9VFb2zIg++6MZ1ZuA8VSQrVuGCqGkuKZldtw2jRiCQNBqsNEVZSOCYIuh5ZdktE0hUKfk2AogZGybjzhmEGh1z6o3y8XDPZvkjlmfxnIcQpdn5cir7X8komI6JqVw6HrajZvKJ5MYVPhZ//5PnVNsXSZrUBBsbTM0uMrI4gWibZNlM683xxOoChQWODIKgGX+p1cfPpE/rxyO82RJMGQ1T13VKGTc+eOxW1T2bGnDp/bfkQp+HyRj/HWV/o7TgdijPb0/O2taqLE7yQYjOSkRLaowMGeyqZ+/3b1TTGicQOfSycYzJ1IWiDg7tf+inwO9ubg++WDrsZpXmf/448/ziuvvMJLL73ErbfeygUXXNBjJ2SkcaReNHOmFqWbz7Xdxu1QmTDK16ZTqcuuEk8eXpIZVegiljSIxg2EMHE5dKkDcpTQXo3U5dARWOJ2GXXSSDRJc9TIdugVQmAKSJmWwmnrbrmZ98Ba+rPrKjZNRUsPW5dDx2nXmTDKh99r55w55Ywr83LLFcczvsx64o7EDXweB5PLCwAr0tLYEiMcS3ZoiCc5OqhpiFLid+ZMp6O4wElVDkp4MxUzhUOkYiZDacBFTWOEpNF1d/XhxqA4IrluQjQSOVIvjcZQAoet40+VEtZtwqZbNwNNUxEo2Seb0UUuxo/yYQqBw6bhcdoYVeiSHXKPEtp3Rx5V6GLhmZMYXeTOdksu8NhRFSuR9GBtONuTyBTWH5tNw+3QcNl1IjEj2+9IU1uPRwWHTSXgsVsRFdPk6gumZcdYgdvOdy47lpOmW8q/G3fV87sVWwimOz4LAS2RJMGWOGZfZTUlw5JM6W5RQe5u9sV+J82RZL97smSE0Yry3OyuPaUBJ6aAqvpovk3JGf1emtm8efMR3z/uuONYtmxZt/u54ooruOKKK/przrDl4tMnWKqX0EH18rFXt2KYAl1TEEKQaZ6bSKSIJ1NWgzJFt6oc0n0W3A6N/3PBMcw9pnRYhZgluaUz3ZCFrf79w4dWE4kbaYExMAHS0bexZZ7sOMw4r5kKrpQprM8LSyH1ktMnsvDsKW2OI7Ca5kWiSWy6ypXnTWHKuADPv7uTyrowv1m+iWu/Op2Jo61wbTyZor7ZxOex47SpdKrcJxlR1DfHMIXIaXlsSdqpqWqIMLW87/3OKqpbKCpwYNfVIZOsCoel3vfXtDBh1MDnnw0G/XZE/u///b9dvqcoCm+//TaTJ0/u72FGPEdSvUylrHpcVVWsRfl0MzsBNIcSXHTqOMaUePifl7cAVnLqtRdNH1FZ1ZKBoc3YAjRFQQgTUDrt+ZJxNlZ+dIBYwsBp17no1HEdnJBMBVgommRsqYfjJhVxzLgAF542AZ9T46m3dhKKJnn0lS0sOnsyp8wss+wxBU0tcWIODZ/LjjaEE1kl/SeXFTMZMpUlB2tD/XJE9lWHGFfqHVJOCECh14GuKeyvaQHG5NucnNBvR+Sdd97JhR0Sula91DWFeFJgisNOCFhPsAVeO2s3H6LQ58RIWUswty45gclj/FIwStItrcdWJsKhKFZl1dKbz+x0m4VnT+ngeLSmtRaJXVeprI/QFLYqcYqKPEwbF+D7i4/nf9/cTm0wygt/3U1VQ4RLz5iIpioIIBZPkUzGZHRkhJPRECnIgZhZBr/HSn7uT0+WWMKgpiHC3CH4MKeqCiV+FxUjqOdMzqpmGhoaWLFiBeFw2EpqM0327dvHgw8+mKtDjBi60gvpivISD9WNUaJxg3jC0mVQVVBVlcaWODZdpabR6iWzYN5ExpR4cNjVvDdpkgwsmXHUEEpQ5O1bD6DWY8tImeiaisvhYFThYbGk3o7X9volClZ36C9213PGCWMB66n15suP49l3vmRbRZB1mw5R0xjhm1+Zlu15lDIFwZY4TpuG12NHl9GREUdNYxSHTcNlV7NLzv1FURRKC13s78eNen9NCMHhZZChRmnAxe6qphEj9Z6zZNUf/ehHrF27lueff55Dhw7x4osvoqpDryQv32SeFjNVChl1y4276rrc5uLTJ6BrCgGfA1W1SnIFVqKXTVeyJZW6plDstxQwpRMysmk9jnyuno2jzmg9tspLPAR8Vtg3U1XVl/HaWQWYrinsPthMkd9l5TQBTrvOdRfN4Ly55QDsOtjMb5ZvorqhbWljLJmioSlGqJ/Jh5KhR3VjlLJCF7le/SgLuNhfG8Ls44UwE20o8Q+tRNUMowpdhKMGjemE7+FOzjyFyspKfve733Huuedy3XXX8dRTT7F79+5c7X7E0PppUVEsdUtNU3ljQ0WX27SuflDTomaqomDTFAzjcElloc/BF7sb5JLMUUBfxlFntK+sCXjsbaqq+nKcrirAiv1ObLqK3+vA47KhKFaY+WunTeAbFxyDTVNpaInz25c2sXVvQ5vtTSEIRZLUN8dIGCYj4CFQgrU0U5zD0t0MZQEX8USK+qZY9x/uhIrqFrwuGy5H3sXHO2VUkSWI1p+oz1AiZ2e5pMS6cE2aNIkdO3awcOFCDKP7Bm1HG3VNMdzOtqc9oxdyJDL5I5kn1PrmOG6HTnPEekr0OHVGF7s5UDMyBqbkyPR1HHXGkTry9uU4R6oAA2uppsBtQ9MUWsIJhIA5x5RQ4nfy55U7aAon+NPKHVx4yjjmnzi2Teg5ozvisGt4XTZ0GXUdtqRMq3R39uTinO+7rDBTWRLq0/JKRXWIcWXeARUi7A+lASshd09V84goSsiZI1JcXMyjjz7K3Llzefjhh/F6vcRiffNGRyobd9URiRnUN8WsJzpFwaaruOwao4t6JvmbuWH875vbaWyxwnI2XWVMiVVq6XXJ/h1HAyV+ZxvVVDisO3MkOsv3gK67L/flOEeqAMsgBLjtOrqiEAwnME3B2FIvtyyezROrdlBRHeKtjw9wqCHCkvOmYm91fCGsZNZEwsTt0vHKnjXDkvqmGClT4PflvrNtid+FosC+Qy1Z/ZqeYqRMDtaFOHfu2CG7xG3XNYoLHOw9NDJkGXLmiPzyl7/k1Vdf5ZRTTmH27Nk89NBD/OxnP8vV7oc9mUiGpbqQVkkVgmQyRdJIcX56nbwnHD+lmAK3nYbmOIpieccOu0ZdY5RvXjhtoL6CZAjROupgVb6kulXMbd9ZNxhO8PvXtoEQuF22NjkgYDkU3UU3uuJIUZbW2G0aAa+DplCclCnwpcXPVnywh4+317JpdwP1TTGuu2gGhe2EpTLLNYmkSYFMZh12HMqW7uY+D8OmqxT5nOyr7v2NurIujJES2ajDUKWs0M3+ERIBz1lc88033+SGG24A4Gc/+xkvvviizBFpRWatPSUseezWa9x+j4NtFcEe7+v9z6uynnCp34nbaUNXFb554TSpmHqU0Dq3IxTtmNvRGZ3le8TiBrFEqssckO5ySHKBXVcp9DnRNWtS6JrK4nOncNmZk1AVqKqP8JvlX7CnqrnT7RPJFA3NMaIJuRQ8nKhOl+4Gcqgh0pqyQlefbtSZRNXiIaao2p5RhS4aW+KEool8m9Jv+h0Reeqpp4jFYvzhD38gHj+cwZtMJnn66ae56aab+nuIEUFmrd0wTFRFyQo1mULgc9t6vLZf1xTj2Xd2AjB7ShE3fG0GRQVOVJm9d9SRiTr0VDm3s3yPlGmJl7WmfQ5IT6Mb/UHXFIp81jJQIplCURTOnD2askIXT721k3DM4PevbuXrZ03itFmjOmxvmoKmUIKoLYXXacNuUzp8L8nQorohgtOu4cxh6W5rygIutu5rJBRN9mrJuqK6BbtNpcDjGLI5IgCjCq3l/IqaEMdOLMqzNf2j3xERXdfZsWMHsViMHTt2ZP9UVFRwxx135MLGEUGmkkDX1WxzL1NYT389WdsHq2fP71/dQiyRwuOysejsyRS4HdIJkfSIzqpZNFXtoF7a0/GYa1RVodBnz5b3Ahwz1s8ti2dTVugiZQpeXL2Hlz7Yk3agOpJIpmhsidHYksAYwjcRiVW6O6rQnfPS3QyZhNUDtb2LiuyqbGZ8mW/I90jLfL+9VcM/T6TfEZGrrrqKq666irfeeosLL7wwFzaNSDJr7S67RkvUTKujClwOR4+74b796YHsEs7icyZTGnBJ4TJJj+ks38Pp0CHdibc3OSADhYJCwOsgGI4Ti1vdRYsLnNy8aDbPvvslW/c1smFLNTWNUa756jQ8nSSqCqy+NcmmGC6njsepS2d9CFLdEGHiaN+AXb/K0tUyFdUhZk4o7NE2SSNFRXUL580tH/LXVZdDp8BjZ28XS5bDiZzliJxxxhn88z//M9/61rcIBoPcfffdhMP9b8U8UsistY8ucuN26NluuB6HhsOm8eeVO1j65KddCkXVBCM8/94uAOYeU8IJU4rxuqRwmaTndJbvceOlM7lxwaw2r501ezRvbKjg9t+uPeKYHEgCHkcbDQdHun/S/BMtZdY9VZb4WVV919cYUwjC0SQNTTFiyZHTMn0kkDQsjY/iHHbdbY/HZcPj1Ht1o957qIWUKRhT7Bkwu3LJqEIXFSMgYTVnVTP33HMPZWVl1NfX43A4CIVC3H333VLivRXt19o7q2JoXbGQQSB49OWtxJMmPreNr585CW9a3Ewi6Q1d5XtkXuvpmBwM/B47qqoQTisHq4rCV08dz+hiN395dxeNLXEeeWkzS+Yfw+zJXa+RG2mpeLtNk/kjQ4SaYAwBBAY4IXRMsYfdvXBEdh20PjtUpd3bM6rQzc4DTURiRof8r+FEziIiW7du5bbbbkPXdVwuFw888ABbt27N1e5HJD1VrXxzw36+PNgEwOJzp1Dod6QbgUkkuSVXiq25wufS8bptbdyG46cU891FxxHw2kkYJk+u2sHbnxzoVs47kUzRGLLyR5IDkR0p6TEZGf9cdt3tjLElHmoaoz2uLNl1sIlivxNXqzylocyY4nTCah/KlIcSObubte8rk0qlZK+ZbuisJ0f7ioXKujDLV1tl0CfPKOW4SUX4XHbkE51kIOjJmBxcFHwuG16PvU3Je3mJh1sWH8+k0T4A3v7kAE+t2km8myUYIaz8kYbmGC3RZJ97kUj6R6Z0d6AdkfISa4llV2X3URFTCLbvDzK13J/tcD7UyQhhflnZlGdL+kfOPIVTTz2Vf//3fycWi7F69Wp+8IMfcPrpp+dq9yOSrnpyZCoWTFPw6CtbSBomfo+dBfMm4nXbOlQ5SCS5orsxmQ+EAI9Dx9fOGfG6bNy4YBanziwDYPPeBh55aTONLd07TUKQzR+R+iODT3VDBJ/bhk0f2IfV0UVuVAV27O9ep+lATYhQNMnEtHM7HHA5dAp9Dnb3wNEayuRsFPz0pz/F7XYjhOBf/uVfmDlzJrfffnuudj8iufj0CaRSJvFkCpGuXGhdsfDKur1Z4bIrzptCwOsYNiFDyfCkuzGZT9x2q0qgtTOSET9beNYkVEXhUEOE/1q+qccXZiOtP9LQEu/ggEkGjkMNUUoDrgHX6bDpKqOK3D1yRLbtawSgvKRn7TaGCqOL3MO+ciZnjsj+/ft555132L9/PwcOHOCTTz6hvr4+V7sfkRxJtbKipoVX1u4F4LRZZcyYUEiB24ZckpEMJIOhpNofXJ04IwBnHDeaGxfMwu3QiaTFz9ZvOdTj/Wb0R5ojCblcMwhUN0YoDbgGpepvQpmPPVUtRONHjnxt3ddIWaELt314JX2OKXYTDCUIhuLdf3iIkrMzfuedd3LVVVdx5ZVXIoTgmWee4R/+4R94/PHHc3WIEUlnVQyGmeKxV7ZipASFPgeXnG4tycicG8lgMBhKqv3Blb5RNKc792aYUl7A96+YzZ/e3MGhhggrPtjLofoIl505CV3rfu4IAZGYQTyRwuO2DZs8geFGNG7QFEpQVDA4EuqTxvjYsLWaHQeCzOliXCeSKbZWNHLarFHD7nfPlBrvqWrhxGlDW5a+K3J2Z4tGo1x99dXYbDbsdjvXX389dXWDrz8w3FEUeGn13myPhCvPm0KBxz7svHSJZCBx2XX8XkeHyEihz8l3Fx3HcZOsct4Pt9bw+1e3EkqXAPeElCloDiWobQwTS6YYXreloU9No9XsLuAdnJvm2BIPNk1l466uI/Rb9jaSSJpMHVswKDblkrKAC1WBXZU971c21MiZIzJlyhQ+/fTT7P937NjBuHHjcrX7o4YvDzZlSyXnzR7NMeMCFHhkm3OJpD3OdOfe9no6DpvGN786ja+cbF1/9h5q4TfLv6CyrncCiykTgi1xGlviJJIpkC5JTjiULt0drOuarqmMH+Xli131Xcq2f7qzFpddY0zh8MoPASsPprTQldVAGY7k7DG7srKS66+/nhkzZqDrOlu2bKG0tJSvf/3rALz88su5OtSIJZ5M8fhr20iZguICJ187bTxelw1NLslIJJ3isGkEvHYaQ/E2yzSqovCVk8cxqsjNX979kmAowSMrNrPk/KkcP6W4V8dIJFM0JlPYbRoelw2HTbZV6A+VdWEUxVLPHazzOH1cgDc+rGBPVTNTyv1t3jNSJn/bWcesyUUD1vdmoBlT5GFbRSOmEMNS6DJnjshPf/rTXO3qqOXF1butSQosOX8qPpe9jcy1RCLpiN2mUeh1EAx1TDSdPbmI4oLj+PPKHTS2xHnqrZ0cOinCV04e16sLdqZ/TcJI4bBreJ12dG34XfCHApV1YcoCLhRFGbTGcjPGB1j18X7Wba7u4Ih8uqOWUDTJCVN756AOJcYUu/nbl3UcaohQPkzk6VuTs7vcaaedlqtdHZVs3x9k1UcHADj7hDFMHlNg6Sbk2S6JZDhgt2kEfA6CoXiHktAxxR5uWTybJ1ftZE9VM+9+epDqhghXnX8Mjl6WwwsBsXiKeCKKy6HjdeoyibyXVNaHGVXsHvDS3dY47BrHjPWzYUs1S86fisN2+Hd/77ODlPidjClyk0oNz5DI2LRw284DwWHpiMgZNASIxA3++Po2TCEoDTi58JTxeFw6uhQuk0h6jF1XrZyRTuaNx2njxgUzOf3YUYCVnPjblzZR39w3xdhMhU1dc1wqtPaCpGFS3RClLDD4uRgnTS8lFE3y7qcHsq9t3dfItoogZ8wePWydEIBCnwO3U2f7vuGZsCodkTwjELzw/i4ONURQFFhy/jF4nDpuh0xQlUh6S8YZ6Ux9WFNVFp09mcvPmYyqKNQ0RvnN8k3ZPk59wTStDr91TTHCcQMhE1qPSHVjBFMIiv2DX2Y6vszLlDEFvLJuH9WNESIxgydW7aDE72T2pK6bJg4HFEVhXImHnQeGp9S7dETyiKLAF7sbePezgwCcN6ecCaO8HaSsJRJJz7HrKgFf584IwGmzRvH3l83C49SJxg3+8NpW1m6q6le+gmkKWsIJ6oOWZLwMkHROpnKpcJBKd9sz/6SxANzzv5/wT7/fQHVDhIVnTx7UZaKBYlypl/rm2LAUNpOOSB5pDid4YuV2hLBkei84eRxupw1bD8SXJBJJ19i0Izsjk8cUcMvi4xlT7MYU8MrafSz/626MfnblPSwZHyXWTQO+o5GDtVbFjN87sM3uuqK4wMk35h/DuDIPRQVOblwwi9I89lHKJWNLvQDDMioi73h5ImUK/vL+LmqDMVRFYcn5U3E6NLwuWSUjkeQCm6bi72KZBqx19e8uPI7jp1hh+Y+31/LoK1toifSsZfyRSBqCYEucYDguo5utqKwPUxpwoeYxDb804GLhmZNZfM4UCr2DV0I80IwqdGHTVbZVNObblF4jHZE8sXFXHR98XgXA+SeWM7bUQ4HLgSLrZCSSnGHXLWekswRWsKptrv7KNC48xRI/q6gO8ZvlmzjYS/GzrhhucuEDTWVdmNFFbnleBgBVVSgv8fSowd9QQzoieaAxFOfJVTsRQHmxm/knjcXl0HHY5c8hkeQau64S8HRUYM2gKAoXnDSO6y6ajt2m0hRO8LuXNvNRL5rmSbrHSGUqZlz5NmXEMq7UQ2VtmEis5y0NhgJ5v/P9+te/ZsGCBSxYsIClS5fm25wBx0gJnn9vF/XNMTRVYcn8Y3DoGl6XbcSECCWSoYbdphLwHjkJ/NhJRdy8aDZFPgfJlMljKzbz5ocVIyKRcShwqMGqmCkaITkZQ5FxJV4EsKtyeMm959URWbt2LR988AHLly/nxRdfZPPmzaxatSqfJg0oQlg9DdZusp60vnLyOMYUuynw2IelLK9EMpywp3vTHGmqjSpyc8vi2Uwpt5qfvf+3Sv68cjuxxJFbyEu6J1MxE/DkJ1H1aKC8xIOmKmza05BvU3pFXjMjS0tLueOOO7DbrYE5depUKisr82lSztm4q443NlTQHEkypsjF9v1WRvO4Ug/nzCnnYF2Ip9/eycHaMCV+JxefPmFIt2CXSPJFZi7VNcX6PFccNo2axiivrdtLTWOUQp+Dc+aUM2NCYfYzbqeNv7t0Fu98dpB3PznAtoogv31xM9d/bTolfrms0FeyPWbyVLp7NGDTVcaVetgsHZGeM23atOy/9+7dy+uvv85TTz3V4+2Li70DYVaW0lJfv7b/eGs1T7/9JTabQnmJm617GwnHDDRV4TuXH09DS5xVHx0gHEvi99oJxZI8/faX+P1uTpk1KkffwqK/32WoMBy/x0CPUxhe56Uvtmbmkq4r/ZorH2+t5vn3dhEocBDwOQjHDV5dtw+fz8nsdk7NN746g3FlPp58cxu1wSj//eJmvnP5bI6d3POeJDZNoaRo6EtuD9QYbf1bVwdjjCn2UFjoPuqXoQMDqCw7a3Ixb6zfh+awUVQwPJbBhkSt6M6dO/nud7/L7bffzqRJk3q8XX19aMDWb0tLfdTWtvRrH8+s3AbpJ4Cq+gjhmBXe9XvsOBRYt/EgoWgSXVMxUgJNVTGUFM+s3MbEktwN1Fx8l6FAPr5HLm7wAzlOYXj9vn21NTOXNLV/c+WZldtIpEyicQO/z0HKhIiZ5LUPdlNe2DbaUVTkYdZ4P9+57FieWLWDUDTJw8/+jUvPmMiZs0ej9GA51WZTUU1zwG+8/R2nAzFG2//WO/c3MnlMAY2NkZweZ7gRCLgJBgfuHIxK5+B88Ol+5h03esCO0xe6t9rRcQAAIABJREFUGqd5T1b95JNP+Pa3v81PfvITFi9enG9zckpdU4wCt41USlBVbw08m65imiYOh8bBunAHjQO7rlLX1Lf+FxLJSKWuKYZdb3u56stcyewnkTQJRw2KChy47BqNLV2rUU4c7eOWxbMZW+JBCHh13T6ef383SaN/4mdHE6FokobmOKOKBr/HzNFGWaELt0Pni131+Talx+Q1IlJVVcX3v/99li1bxrx58/JpyoAwqtAFqsLeymZMU6AAXpfOmCI3BS4bHqeN6sYo0biBkTLRNRWXQ7e2S7Pig92s/OgAsYSB065z0anjWHj2FCA3a+YSyVCl9fiOxAxiCQMjJbqcKz2hxO9sM+e8LhsBn4OkYfLvT37aac4IWFHN/2/hsbzw/m427qrn0x211AajXHvRdArcMvmyO/ZVW5GRUlm6O+AoisKk0T42721ACNGjyF2+yWtE5LHHHiMej3PfffexaNEiFi1a1KsckaHOJfMmUlUXzi7JuF06qqpw0ekTUVWVmRMCNIXjJA0TBaszZVM4zswJAcByQlas3Us8mUJTFeLJFCvW7mXFB7vZuKuOJ1btIBhO4HbqBMMJnli1g4276vL4jSWS3NB+fCsKhKIGiWSq07nSU9rPueZwguqGKMV+Jx6XjeZokhVr9rC9E3VKu67xjQuO4WunjUcB9teE+M0LX3CgJpST7zySqUg7IiXDJGdhuDNxtI+WSDJnwnwDTV4jInfddRd33XVXPk0YMLbsreeNDytoaD4c8g1HDU6eXsrnO2p46LmNrVqHC1JYTfBcdo1tFUEWAis/OoCCkl2+0RRImdbrE0Z50TQVh00DrGqAOPDGhgoZFZEMOTLRjYZQgiKvnYtPnwDQJqI3c0KAbRXBbATEblNxO60u1BklTlOAmW7X7rCpfLytJrtNT6KC2yqCOG0a0USKTFuZaNygKZxgwmgfDc1xYgmD1Z9XMm/uuA7bK4rCeXPHMqrIzTNvf0lzJMnvXt7M4nOncOK00lyeshHFvkMtFPkc2HVVqqoOApNGW7kYm3bXM6504JPl+0vec0RGIpv21PPy2n1s3dtWatft0NlaEeTdv1W1ckIOo6kKccPMerGxhEF7ZWpVsV7P1Zq5RDLQtI5u+FxW9O73r27l969ty0Y8qhujrFi7l0MNEdxOnXjSoCWazCpExhIdG8jFkyYH6iK9igoerAsTN0w0VcGmHZ5cTaEE8USKogIHDv3IOSMAMycUcvPlsykucGKkBM+9u4vX1++T4mddsLuymQmjfdIJGSR8bjtlARef7hweEfIhUTUzUti4q46VH1qaIbWN0TaTTlWgwGun/giOgpF+0muJJPnO/e+2evprO3ndDr3DWndf18wlkoHmjQ0V2eidoig4bBoNTTGShklzuG2DuWgihd+rYNM16/1IMhsV6YpgS7zNHGgdFfyfFZvYsLUWU4i0aGA6sgJtK1mUw85OgdeOy661Ocb2ikZWf15JY0u8TR7JLYtn89RbO/nyYBOrN1ZR3RjlGxccQ0V1C6s/ryQlBIVeB+efOPaojVQ2hxPUNcU4/dihVcEx0pk2zs/aTYdoCifwD3ERORkRyRGZpz6hKARDceLtMur9XgeRmNHjTPvOIiYZJpR5us0vkUiGCp1F7xKGSWcjPJ5xBjx2QJA0TEQ3ta9GynIyjJSgORzPKnj+z4pNrNtSk51LphCWcy8sJ6RNsFGAEIKmcIJwNMGlZ07MvrW9opEVa/bQHE3idOht8khcDp1vXTKTs463brI79gf5z79sZPnq3dbn7TpNkeRRnb+1Oy03PqpIPiQNJtPHBxDA33bW5tuUbpERkT7SvmIlFEkAgprGKKFoWzloh13DbtOobshN7fiOA82EokkK3HaiiRSGYaLrapv8Eokkn7SveGkKxUmmehaWP1ATQtdVdE0laYhuk0GNVFvnvjmS5Dv3v0MmINna4chYoChpZyQdJFEUhUjMaJVnUozmsC6Pqz+vRNNU7LoVJbHrGi2JFM+8/SUuh5aNkIwp9rD8r7tpDidQgMICFVCw6yqaph61+Vu7q5pQFUUmqg4yJX4nhT4HH22r4by5Y/NtzhGREZE+0FnFSk0whqZpNDS3XXrJSBoHu1lz7g2mEFTWR9A1hdFFbsaVeRldZPWskTkiknzTfn4kkkaPnRCwljETiRTxpInbqTGurPfJdq31eTo7ciZHRFMVVE3B49JZevOZ3H7NSWlnQSHgdeB0aARDcWza4UtlNJ4kHEuSMFJtIiQep85NC4+1nBygoTlOQ3MMIcRRnb+162Az5SUe1PYJb5IBRVEUpo/zs60iSHiId+OVjkgfaL/m7bRpFBY4aWyOdVBQ9LntxJMp4smOyXa9JTONVQV0TaU53HZwJQyTEtnZUpJn2s+P3up+CSwHXlWsZZe+6CB0t42mqZjC+tvnsjG2pKMMu6oqBDwOJo7xkWwVdQnFDBCg6yqKomDXNTRNZfXnlYwv8zG+1IOeToStDUZpiSSP2rlppEx2VTYxudwnE3nzwPTxAUxTsHGIi5vJpZk+UNcUI540qG4wEAICPgfCFMSTba+4Nl3F7dSpzZGkcWYaq6qC064RiiaJJ1OWUqRhkkqZ2bJIiaQzBkMEr64phtvZ90tLJmnbckRyo17a+hZo0xUK06WkCcMkEjMIRRLc/tu1nZ6TC08az/N/3UVzJIlNUzHSeVle1+EkWpumZitt5p80jpc+2E00YZJMWrkwR+vc3HuohUTSHBYlpCOR0UVufG4bH26tGXJy762REZE+IEyTlojlhLgcOnZdpald9j9YDkpTKEGOrqWHjy8E4ZhBoc9BwGMnEjMIeOxc+9XpR+UatKRnDJYIXonfSaKHYRC1k8hF5pXWD9B9ieq3T5BVFYV5x5bx/cXHZ+eNrlrJIoagy3Mya1IRV5w3hTFFbmJxA4eu4XXbcNoPO1vJlEmhz+oqO2NCIYvOnsLYYjfjytyMLnQdtXMzIww3ulBKu+cDRVGYOaGQL3bXd6hQG0rIiEgfCKWVUlXV6gRaF4x2+IzXZcM0BdG40eG97vB7bLicNuqDMTwunXC7ahvTBFUVuBw6t19zEnD4SffPK3dIuXdJp7ReMoGBE8G7+PQJPLFqB3E6OgOt8blt/Oet5wDwvQfeyzovraMXRkoghMDt1AlFDRRA1xRMwRE1KUS6QkZVYeGZk7JtETJkvu/SJz/FMEWbc9KcSPG7FVt48u0vs+JrJ0wtYfr4IhqbY2zZ28CKNXtIGClsmkoyZUUjz5lTnt3/jAmFzJhQiM2mUlLgPGq7ze7Y38ToIjdOuyY1RPLECVOK+WhbDWs3H+Li04ZmVE5GRPpA0jDRVCj0OWgJJ7Kh5Ay6puB12zBTJgVuGz1d4rbrKiV+JzZdI+Cx43RoFHjsmKZAU2mzn6ICZ1b3QMq9S3rCYIngnTC1hGu/Oj0bdbBpCna97SRwOw47RECbHIz2RGIG40q9zDu2DJdDJ5V2HBS6jpRkPtOZE9Ka9uckGjdoDseJJVNZ8bXMXNJVhYDPwbGTilh41mQKXDZicYMCl42FZ03u0J/maCdppNixP8jUsX7phOSRYr+TsaUe/vq3ym5L4fOFjIj0EuvmruB0WP0vMn1kMpSXeDBNk1jcwO+1QrWFBU7iyRQBj52K6lC2d0yGzEXz17ed22ZfS5/8lGA4ga6rpFImNtV6EtQ1BU1TCaRFagbrSVcyvCnxOwmGE20cgIFKojxhakmbqEN1YxQ1bjWt0zUFh11vc1wFBYHoUGqrKgpLbz6z02P8YNlfrRwprfu51BXtz4kVvlawpRNR288lm6bi9zqYNalIOh7dsHl3PfFkisnlBfk25ajn+MnFvPFhBbsqmzlmrD/f5nRARkR6QSby4HFp+Nw2Gto9SXqcOppmOSmmKYgnUwhh/Z1JVtM0BRSrBNcKH1vKSprW8dHu4tMnkEqZuOyalfBmCoQwrafCVslvUu5d0hMy46mzcTmQtBbfUxXRqfiew2aNf9HqT+vXO+OiU8chEOl5kf4bwUWnduwR0xXtz0nSSIECBe7Diajt55JdVwl4HZ3mt0gO88m2GnRNobxI5ofkm5kTAth1lb9+XplvUzpFRkR6QSbyMKrIQzxutEmmK3DrCBQ0RaEplLCUIYVoJ5JUwtgSD4caIh2EyEZ3MlkzT5RvbKggVRcmlX6aHFXoapMDMphPupLhS+vxNJBVM+3ZVhHMiu+lUp2L700cXcD+mhDR9LxSFSsRfPwRNEQySy4rPzpALGHgtOvMmVrEtoogH3RRAdOe9ufEYdPbNNuDzueS5YzYaQzFj9r8j+74ZFs1x4z1Z8XjJPnDbtOYObGQD7dU83/mH9Om4msoIB2RXtC6LNFoNbM8Tp3F507lr59XoqoKPrctW0573UVts+UziXzOdLVNd2W3rUPcXdE+OVCW8kq6oifjKdfUNcUo8NjTPWTUrGx76yhDZgz7PPZejeGFZ0/JOiSZiKWmqW1ypYBunZHM+5l9xJMpdE05YtTIbrNyuJrDCXmjbUdVfZj91SEWnTVZnpshwikzStm4q55VH+9n8Tld503lA7k00wsyZYlJw6S63tIGcdhURhW62LClGqdTzwowOWxaVta5Ne0T+XJRdjsQ+5RIckVn5bztowy5GMOdNdfrbA4eidZ2hKLd2+Gy63jdduQiTVs+2laDosDkcl++TZGkKfG7mD4+wFsfHyAS630150AiIyK94OLTJ/DnldtpbI5lw8dOh8Y5c8pZv6WaZLtW5V3laQzEU2k+nnQlkp7QOmJ3pChDf8dwZ0JqfcmVythRWuqjtral2897nbql7RNJdionfzTy0bYapk8oxGnXpaLqEOKMY0exY3+Qdz87wIJ5k/JtThYZEekFJ0wt4Zw55VkF1bKAi8vPnsLsKUV403ofrZF5GhJJ76MMfaUnkZeBQAjwuWx43DYZGQH2HWrhYG2YE2eUSidkiDG6yM2UMQW8+eH+bKfroYCMiPSSM48bwyfbajluchHnzClHUcDndnDOCeUyT0Mi6YLeRhn6Qj5zpTLOiAKEjvLIyPt/O4hNV5k1sYhwKHfNPiW5Yd7s0Tyxagevb9jH5UMkV0Q6Ir2k2O/k/7/xNJpCCaIJA5dDx2FT81aRIJFILPI9B4WwFJWFgFB0aHc7HSiicYN1W6o5cXopNl3rfgPJoDO2xMOsiYW8vr6Cs48fQ0nAlW+TpCPSH3RVyV54QOZpSCT5Jt9z0HJGdMx06f7RxnufHSSeSHHSNHkdHMqcN6ecXZVN/OGNbfzkG3P71OE6l8gckT6iKOD12KWokUQiaYeCz221aFCOoqyReDLFmx9WMGtiIYG0qrRkaFLgsXPenHK27G3k3c8O5tsc6Yj0FZuu4rTJ0yeRSDqiAAGPA9sRmv6NNF5fv4/mSJJz5pTLJNVhwNxjSphaXsDTb+9kT1VzXm05emZJjnG7dDiKnnYkEknv8bVauh3JVDdGeG19BSfPKKXIJ6MhwwFFUbj0jIl4XDYe+stG6po6dpEfLKQj0kdE181CJRKJ5KghaZj890ubsekq580dK6MhwwiXQ+fKc6cQT6ZY+uRn1AXz44xIR0QikUgkfcIUgsdf38q+Qy1cNX8quiqjxMONEr+Lq86fSiia5J4/fcKXB5sG3QbpiEgkEomk1ySSKf7n5S2s31zNgnkTKS/25NskSR8ZU+zhmgunoaoK//bnT3j67Z2DKngmy3clEolE0mOEEGzd18gTq3ZQVR/hsjMncfzkIlJySWZYU+J3cf1F01nzxSFWfrSfj7bV8JWTx3HunPIB79YrHRGJRCKRHJGkkWJfdYidB4J8uLWGfYdaKC5wcuOCWZT5XdIJGSE47TpfOXkcMycWsm7zIf7y3i5eXL2HGeP9HDe5mMljfJSXePC57Tk97rB2RNQBXo8c6P0PJiPluwzH7zEYNg+n8yJtHXp09j0P1Ud47NUt1AZjNIXj2eqf8WVerjxvKtPG+xECBHQpiKUcJeevtwz18zKuzMtVZcdQ3xRjy94Gdlc28+y7X2bfd9g0fG4bPrcdt0MHxaoh9bpsXH/xDDzO3kVQFCGOhuIyiUQikfSWlCmIxpOkUoKkYZI0UghhJalKji4y4p26pmLTVXRNRVUVVFWhtR/qtPc+viEdEYlEIpFIJHlDVs1IJBKJRCLJG9IRkUgkEolEkjekIyKRSCQSiSRvSEdEIpFIJBJJ3pCOiEQikUgkkrwhHRGJRCKRSCR5QzoiEolEIpFI8oZ0RCQSiUQikeQN6Yh0wf33388dd9yRbzP6xTvvvMMVV1zBJZdcwr/+67/m25x+8dJLL7FgwQIWLFjA/fffn29zhgy//vWvs+dl6dKl+TbniPznf/4nl156KQsWLODxxx/PtzndMhKuAfni5Zdf5tJLL+Wiiy7iiSeeyLc5Q4brr7+eBQsWsGjRIhYtWsTnn3+eb5OGBkLSgbVr14rTTz9d/PznP8+3KX2moqJCnH322aKqqkokEgnxzW9+U7z33nv5NqtPRCIRceqpp4r6+nqRTCbFkiVLxJo1a/JtVt5Zs2aN+MY3viHi8bhIJBLihhtuECtXrsy3WZ2yYcMGcfXVV4tkMimi0aiYP3++2LVrV77N6pKRcA3IF4cOHRLz588XjY2NIhwOi69//eti586d+TYr75imKc4++2yRTCbzbcqQQ0ZE2hEMBlm2bBnf+9738m1Kv1i1ahWXXnopo0ePxmazsWzZMubMmZNvs/pEKpXCNE2i0SiGYWAYBg6HI99m5Z3S0lLuuOMO7HY7NpuNqVOnUllZmW+zOuW0007jf//3f9F1nfr6elKpFG63O99mdcpIuQbki7Vr13LGGWcQCARwu9187Wtf44033si3WXln9+7dANx4440sXLiQP//5z3m2aOggHZF23H333dx2220UFBTk25R+sW/fPlKpFN/73vdYtGgRTz75JH6/P99m9Qmv18sPf/hDLrnkEs477zzGjh3LSSedlG+z8s60adOYO3cuAHv37uX111/nvPPOy7NVXWOz2XjooYdYsGAB8+bNY9SoUfk2qVNGyjUgX9TU1FBaWpr9f1lZGdXV1Xm0aGjQ3NzMvHnz+K//+i/+8Ic/8PTTT7NmzZp8mzUkkI5IK5577jnGjBnDvHnz8m1Kv0mlUqxbt457772XZ555ho0bN7J8+fJ8m9Untm3bxvPPP8+7777L6tWrUVWVxx57LN9mDRl27tzJjTfeyO23386kSZPybc4RufXWW1m3bh1VVVU8++yz+TanAyPpGpAvTNNEadWOVQjR5v9HKyeeeCJLly7F5/NRVFTEkiVLeP/99/Nt1pBAOiKteO2111izZg2LFi3ioYce4p133uHee+/Nt1l9oqSkhHnz5lFUVITT6eTCCy9k48aN+TarT3zwwQfMmzeP4uJi7HY7V1xxBR9++GG+zRoSfPLJJ3z729/mJz/5CYsXL863OV2ya9cutm7dCoDL5eKiiy5i+/btebaqIyPpGpAvRo8eTW1tbfb/tbW1lJWV5dGiocHHH3/MunXrsv8XQqDreh4tGjpIR6QVjz/+OK+88govvfQSt956KxdccAG/+MUv8m1Wn5g/fz4ffPABzc3NpFIpVq9ezXHHHZdvs/rEzJkzWbt2LZFIBCEE77zzDscff3y+zco7VVVVfP/73+eBBx5gwYIF+TbniBw4cIC77rqLRCJBIpHg7bff5uSTT863WR0YSdeAfHHmmWeybt06GhoaiEajrFy5knPPPTffZuWdlpYWli5dSjweJxQKsXz5cr761a/m26whgXTHRihz5szhO9/5Dtdccw3JZJKzzjqLK6+8Mt9m9Ymzzz6bLVu2cMUVV2Cz2Tj++OO56aab8m1W3nnssceIx+Pcd9992deuvvpqvvnNb+bRqs4577zz2LhxI5dffjmapnHRRRcNeedJ0jdGjRrFbbfdxg033EAymWTJkiWccMIJ+TYr78yfP5/PP/+cyy+/HNM0ueaaazjxxBPzbdaQQBFCiHwbIZFIJBKJ5OhELs1IJBKJRCLJG9IRkUgkEolEkjekIyKRSCQSiSRvSEdEIpFIJBJJ3pCOiEQikUgkkrwhHZERxIYNG7jsssu6/dyMGTNoaGjI+fFbWlq44YYbBvw4kpFBT8drd7z99ttddpe+7LLL2LBhAwB33XUXmzZtAqwuqLL/ydHHc88916NuwBdccAFffPHFET9zxx13DJjC869//WveeuutAT/OUEE6IpKc0dTU1O3klUhyzVe+8hXuuuuubj+3du1apFrB0c0nn3xCLBbLtxndsmHDBgzDyLcZg4YUNBskwuEwd955J/v27UNVVY477jh++ctf8t577/Hb3/6WZDKJ0+nk5z//OSeeeCIPP/ww+/bt49ChQ9TW1jJz5kzuuecevF4v7777Lo888giJRIKGhgYuv/xyfvSjH/XJrueee46nnnoK0zQJBAL84z/+I1OnTuWOO+7A6/Wyfft2Dh06xIwZM7j//vvxeDy8//77PPDAA6iqyqxZs1i7di1PPvkkd955J7FYjEWLFvHCCy8A8PDDD/P5558TDAb5+7//e6699tpcnlbJADFUxus999yDx+PhRz/6ETU1NZxzzjn88Y9/5IwzzuCll17i3Xff5dxzz+XNN9/kkUce4csvv+QXv/gF0WiUKVOmEIlEAFi2bBk1NTX89Kc/ZenSpYAVSXnssceoq6tj3rx5/Ou//iuqKp/NhgsbNmzggQceoLy8nN27d+N0OrnvvvsYP348DzzwAB999BGpVIpjjz2Wu+66i3Xr1vHOO++wZs0anE4nX/va17j77rupr6+ntraWsWPH8qtf/Yri4uJe27Jr1y7uuecegsEgqVSK66+/niVLlrBhwwaWLVvG+PHj2blzJ4Zh8M///M+cfPLJNDQ0cOedd1JRUUEgEKC0tJRp06ZRVFTEpk2bWLp0KZqmAfDZZ59x9dVXU1dXx7Rp03jwwQeHbPfqPiEkg8Ly5cvFjTfeKIQQwjAM8Q//8A9iz5494rLLLhMNDQ1CCCF27NghzjrrLBEOh8VDDz0kzj33XFFbWytSqZT48Y9/LO677z5hmqa47rrrxJ49e4QQQhw6dEjMmjVL1NfXi/Xr14sFCxZ0a8v06dNFfX292LBhg7jmmmtEJBIRQgixevVqcfHFFwshhPj5z38uvvGNb4h4PC4SiYS4/PLLxV/+8hfR0NAgTjvtNLF161YhhBAvvPCCmD59uti/f7/Yv3+/mDt3bpvjPPbYY0IIITZv3ixmz54tEolEbk6oZEAZKuP1ww8/FIsXLxZCCPGXv/xFnHXWWeLBBx8UQghx6623ildffVU8//zz4qabbhJCCLFo0SLx7LPPCiGE+Pjjj8WMGTPE+vXrhRBCzJ8/X2zcuFEIIcR1110nbr75ZmEYhohEIuKss84SH330UQ7PoGSgWb9+vZg5c2b2d3vyySfF4sWLxcMPP5wde0II8eCDD4p/+qd/EkJY17VHH31UCCHEH/7wB/HII48IIYQwTVN85zvfyV6vWo+VrsjsK5lMiksvvVRs2rRJCCFEc3OzuOSSS8Rnn30m1q9fL2bNmiW2bNkihBDiscceE9dee60QQojbbrtNLF26VAghRHV1tTjrrLPEQw89JISwxufrr7+ePc6SJUtEJBIRhmGIxYsXi+XLl/f/BA4hZERkkDj55JNZtmwZ119/PWeeeSbf+ta3WLNmDTU1NXz729/Ofk5RFCoqKgC4+OKLKSkpAWDJkiXce++9/PznP+e///u/ee+993jllVfYtWsXQgii0WivbXrvvffYt28fV199dfa15uZmgsEgAOeccw52ux2A6dOn09TUxMcff8zUqVOZOXMmAIsXL+5yfR7I5gDMmjWLRCJBKBSisLCw17ZKBpehMl5PPvlkqqurqaurY/Xq1dx888288MIL/OAHP+Cjjz7i3nvv5c033wSgsbGR7du3c/nll2e3nTZtWpf7vvTSS9E0DZfLxaRJk6ivr+/LqZLkkZkzZ3LKKacAcOWVV/LLX/6SUCiEoiisXbsWgGQy2WmU41vf+hYff/wxjz/+OHv37mXnzp3MmTOn1zbs3buXioqKNj2JYrEYW7ZsYerUqZSXlzNr1iwAjj322GwX9Pfffz/777KyMi6++OIuj3HhhRficrkAmDZt2ojLvZOOyCAxfvx4Vq1axYYNG1i/fj1/93d/x3e/+13mzZvHr371q+znqqqqKCsrY9WqVdmwHFittVVVJRKJsHjxYi688EJOOeUUrrzySt56660+rX2bpsmiRYv42c9+lv1/TU0Nfr8fAKfTmf2soigIIdA0rcOxjhTOznSXzLQB74udksFnqIxXVVU5//zzef/999m4cSNLly7lkUce4Y033uDEE0/E4/F02Kb1vo/U3bT1e5nxLRletB5zGUzT5B//8R/5f+3dS0hqWxgH8L+nrSQoWTmpQWCJ0INAIyrYZAlJWYlRoyCEQgpCeoCUUBFIgww2RmETp9JzEj0gqFEPsFEEggRFDiKQQCon+eoO4m5u93QP5eUevfn9hq61t4vNtxffXg+WVqsF8DbN+PLy8lO9hYUFXF5eoru7G3V1dYjH4ynFQCKRgFQqxfb2Nv/bw8MDpFIpLi4uPuxHgbf4++v/faYf/fs9vguaEP1N/lxDwbIsbDYbWJbF4+MjTk9PcX19DeAtQzYajfxiqqOjIzw/PyOZTGJjYwPNzc0IBoOIRCIYHR2FTqeDz+dDNBpFMpn8cptYlsXe3h5CoRAAYHV1FWaz+ZfXaDQa3N7eIhAIAAAODg7w9PQEgUAAhmGQSCS+3UuSjTIpXvV6PTweD1QqFUQiEerr68FxHPR6/bt6+fn5qKysxObmJgDA7/fj6uqKL8/JycmqBYDZIBAI8H3R+vo61Go1DAYDvF4vH2fG2BOUAAACa0lEQVTT09PgOA7A+xg4OTmB2WyGyWRCYWEhzs7OkEgkvtwGhUKB3NxcPhG5v79HR0cHv0Prn2i1WmxtbQF4G807PDzkP9iyLVZpROQ3MZlMOD8/h8FggFgsRlFREfr6+lBWVobx8XG8vr6CYRisrKzwX3lyuRwWiwXhcBi1tbUYGhqCSCRCU1MT2traIBKJoFKpoFQqEQwG+WmUz2JZFhaLBf39/RAIBJBIJFheXuZfho/IZDJwHIeJiQn8+PEDVVVVYBgGYrEYeXl5qK6uRnt7+6e2yJHMlUnx2tDQgFAoxJ8qzLIs9vf3odPpfqrLcRzsdjvW1tZQUlKC0tJSvqylpQU2mw2zs7P//gGRjCCXy+FyuXB3d4eCggI4nU7I5XLMz8+jq6sLiUQC5eXlmJycBAA0Njbyp1UPDw/D6XRicXERQqEQGo2Gn2b8CpFIBLfbjbm5OXg8HsTjcYyMjKCmpobfOv4Ru92OqakpdHZ2QiaTobi4mB890el04DgOsVgshafy/0On72aopaUlhMNhzMzMpLsp70QiEbjdblitVojFYvj9fgwODuL4+PiXCQz53jI1Xsn35fP54HA4sLu7m+6mpMTr9aKiogJqtRrRaBS9vb2wWq38lFI2oRGRb8jj8WBnZ+fDsoGBARiNxpTvLZFIIBQK0dPTA4ZhwDAMXC4XJSEkZf9lvBKSqpubG4yNjX1YplAo3q2VSoVSqYTD4UAymUQsFkNra2tWJiEAjYgQQgghJI1osSohhBBC0oYSEUIIIYSkDSUihBBCCEkbSkQIIYQQkjaUiBBCCCEkbSgRIYQQQkja/AGWjRrM8WtHQQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 线性回归绘图"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21361813f48>"
      ]
     },
     "metadata": {},
     "execution_count": 15
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "source": [
    "sns.regplot(x=tips[\"total_bill\"], y=tips[\"tip\"])"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x213619c0b48>"
      ]
     },
     "metadata": {},
     "execution_count": 16
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "source": [
    "axes = sns.scatterplot(x=\"total_bill\", y=\"tip\", data=tips)\r\n",
    "axes\r\n",
    "# axes.set_xticks(range(0, 50))"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21361a28608>"
      ]
     },
     "metadata": {},
     "execution_count": 17
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(20, 5))\r\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\", data=tips, ax=ax1)\r\n",
    "sns.barplot(x=\"total_bill\", y=\"day\", data=tips, ax=ax2)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21361a9c848>"
      ]
     },
     "metadata": {},
     "execution_count": 18
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "source": [
    "# g2 = sns.FacetGrid(tips, col=\"day\", hue=\"time\")\r\n",
    "# g2.map(plt, scatter, \"total_bill\", \"tip\")\r\n",
    "# g2.add_legend()"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "source": [
    "# planet = sns.load_dataset(\"planets\")"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "source": [
    "sns.palplot(sns.hls_palette(n_colors=10, h=0.1, l=0.8, s=0.9))"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x72 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "source": [
    "sns.palplot(sns.color_palette(\"Blues\"))"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x72 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "source": [
    "sns.choose_colorbrewer_palette(\"sequential\") # 调色盘"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "a44fc204853c4bc4b92b80e5da683943"
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='name', options=('Greys', 'Reds', 'Greens', 'Blues', 'Oranges', 'Pu…"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[(0.9575547866205305, 0.9575547866205305, 0.9575547866205305),\n",
       " (0.9012072279892349, 0.9012072279892349, 0.9012072279892349),\n",
       " (0.8328950403690888, 0.8328950403690888, 0.8328950403690888),\n",
       " (0.7502191464821223, 0.7502191464821223, 0.7502191464821223),\n",
       " (0.6434140715109573, 0.6434140715109573, 0.6434140715109573),\n",
       " (0.5387158785082661, 0.5387158785082661, 0.5387158785082661),\n",
       " (0.440322952710496, 0.440322952710496, 0.440322952710496),\n",
       " (0.342883506343714, 0.342883506343714, 0.342883506343714),\n",
       " (0.22329873125720878, 0.22329873125720878, 0.22329873125720878),\n",
       " (0.10469819300269129, 0.10469819300269129, 0.10469819300269129)]"
      ]
     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 官方文档：https://seaborn.pydata.org/tutoria/color_palettes.html"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
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